For developers

Hands-on reviews of dev tools, infrastructure, AI coding agents, and SaaS — written by people who actually use them.

• Your Bot Filter Misses Crawlers That Send a Referer

  A no-referer heuristic passed 234 of 506 affiliate clicks as human. A country exclusion cut the same set to 117.

  2026-08-21 · dev-knowledge

• 701 Bad Internal Links Before 49 Good Ones

  A phrase-matching script inserted 750 links across 269 MDX articles. Here is where they failed, and how claim-matching cut the review pile to 128.

  2026-08-21 · infrastructure

• Zero Social Referrers in 30 Days Across 35 Browser Games

  Two causes: referrer stripping made the loop unmeasurable, and an await before navigator.share() failed silently on iOS Safari.

  2026-08-21 · dev-knowledge

• A Jaccard Gate at 0.50 Before the Model Runs

  Why we strip year tokens before scoring, what the length>2 rule silently breaks, and when to switch to embeddings.

  2026-08-21 · dev-knowledge

• Cloudflare Web Analytics via GraphQL: the siteTag Filter

  Why accountTag and siteTag differ in rumPageloadEventsAdaptiveGroups, how the limit argument truncates silently, and which fields we did not verify.

  2026-08-21 · infrastructure

• Bing Webmaster API's 100-URL Cap: 289 URLs, Three Days

  Quota is 100 a day against 1300 a month, GetQueryStats was still empty at the end, and two error shapes will kill a cron job.

  2026-08-21 · infrastructure

• Spotting Datacentre Traffic in RUM: 4,940 Views, 100% Direct

  How country, referer and device class separate scraper fleets from readers when you have no server logs, plus where the method stops working.

  2026-08-19 · dev-knowledge

• IndexNow Batch Mode: 286 URLs Per Publish Down to 0

  Bing flags full-sitemap submissions as batch mode. The ~40-line lastmod diff that fixes it, the precondition it needs, and two ways it silently breaks.

  2026-08-19 · infrastructure

• Astro middleware can't serve 410 under output: 'static'

  We deleted 434 articles. Middleware runs at build time and 404s in production; two prerender:false routes fix it on Cloudflare Workers.

  2026-08-19 · infrastructure

• Workers KV's 60-Second Consistency Window

  It's a cache TTL you cannot lower, not a replication delay. It bites cached nulls, uniqueness checks, and multi-key updates. When to swap in a Durable Object.

  2026-08-17 · infrastructure

• Driving Chrome With the DevTools Protocol, and When Not To

  CDP gives a scheduled agent a real browser when a site ships no API. The memory and wall-clock cost, plus four failure modes that only surface on a cron.

  2026-08-13 · infrastructure

• A Daily LLM Digest Agent Costs $166 and 34 Hours a Year

  A year of one scheduled digest agent in production: token costs per stage, infrastructure line items, and the 41 runs that needed a human.

  2026-08-13 · ai-dev-tools

• Cache Races Make IndexNow Miss Pages You Just Shipped

  A deploy API returning 200 does not mean the new URLs are reachable at the edge. Here is the verification sequence that stops wasted submissions.

  2026-08-13 · infrastructure

• When Agent Output Passes Zod and Still Breaks the Build

  Four failure classes that survive a clean parse, and the three-layer validation pass we run instead.

  2026-08-13 · ai-dev-tools

• Idempotency: Publishing Agents That Survive a Mid-Run Kill

  A per-channel ledger makes cross-posting resumable. Why exit code 0 is not a receipt, and what to do when an API has no idempotency key.

  2026-08-13 · ai-dev-tools

• Your Automation's Numbers Are Probably Wrong: 89% Bot Clicks

  Two production metric failures from running scheduled agents: an upsert that overwrote instead of incrementing, how we found both, and the checks we run now.

  2026-08-13 · meta

• Cron Agents Die Silently: 4 Failure Modes

  They exit 0 and do nothing. What that looks like when running scheduled agents in production, and the three assertions that catch them.

  2026-08-13 · meta

• AI Agent Auth: API Keys vs Device Flow vs Scoped Tokens

  Three credential models for non-human callers: static keys, the OAuth 2.0 device grant, and short-lived scoped tokens - and when each one fits.

  2026-08-13 · ai-dev-tools

• Error Messages as an Agent Interface

  A field-by-field guide to API error bodies: stable codes, retryable flags, wait hints, fix examples, and the shapes that trap agents in retry loops.

  2026-08-13 · ai-dev-tools

• Agent Experience (AX): When Your User Is an AI Agent

  What breaks when AI agents use your product: auth, docs, error messages, and state handling - and the order to fix them.

  2026-08-13 · dev-knowledge

• Segment Tree vs Prefix Sum Array: When O(log n) Wins

  Prefix sums answer range queries in two reads but cost O(n) per update. Here is the arithmetic for when a segment tree's O(log n) update pays off.

  2026-08-12 · dev-knowledge

• What a JIT Compiler Actually Does at Runtime

  Profiling, tiering, speculation, inlining, and deoptimization in V8 and HotSpot, plus when a JIT loses to a plain interpreter.

  2026-08-12 · dev-knowledge

• Virtual Memory and Page Faults: When RAM Runs Out

  Minor faults, major faults, thrashing, and the OOM killer -- what the kernel does when a container exits 137, and the counters that tell you which one hit.

  2026-08-12 · dev-knowledge

• Canonical URLs vs llms.txt: Search Engines and AI Crawlers

  One canonical URL per article for search engines, three noindex machine-readable files for AI crawlers, and the rules that keep them from conflicting.

  2026-08-12 · meta

• Auditing a 660-Article Archive for Near-Duplicate Content

  The three-pass process: hashing, MinHash shingles, then embedding similarity, plus the rules for merging, differentiating, or keeping overlapping posts.

  2026-08-12 · meta

• How Google's Publisher Policies Changed Our Ad Code

  A working log of what certified CMPs, Consent Mode v2, per-impression AdSense, and the scaled-content spam policy changed on pickuma.com.

  2026-08-12 · meta

• Cal.com vs Calendly vs SavvyCal for Async Teams (2026)

  Self-hosting, per-seat pricing, and availability limits compared, plus which booking pattern each tool actually fits.

  2026-08-12 · saas-productivity

• 1Password vs Bitwarden vs Proton Pass for Small Teams (2026)

  For teams of 3-15: how each handles credential sharing, offboarding, recovery, and CI secrets, not enterprise IAM features.

  2026-08-12 · saas-productivity

• Linear vs Jira vs Height in 2026 for Teams of 3-25

  Setup cost, cycle models, git integration, and where each tool stops fitting teams on weekly release cycles.

  2026-08-12 · saas-productivity

• Object Storage Lifecycle Policies: Cut Cost, Keep Data

  Audit an S3-compatible bucket, then write lifecycle rules that avoid transition fees, minimum-duration charges, and versioning traps that raise bills.

  2026-08-12 · infrastructure

• k3s vs Talos vs a Managed Control Plane in 2026

  Three options that solve different halves of the same problem. What each costs you in money, upgrade work, and 2am debugging on a three-node cluster.

  2026-08-12 · infrastructure

• Postgres Pooling 2026: PgBouncer vs Supavisor vs Drivers

  Postgres forks a process per connection, so pooling is not optional past a few dozen clients. Plus what transaction mode breaks.

  2026-08-12 · infrastructure

• Writing a Spec an AI Agent Can Actually Execute

  Ground truth files, an interface contract, one acceptance command, and explicit out-of-bounds rules -- so the agent runs end to end without babysitting.

  2026-08-12 · ai-dev-tools

• MCP Server Security: What a Local Server Can Actually Reach

  It runs as a child process with your user's permissions. Four commands to see which files it opens and hosts it dials, plus three containment changes.

  2026-08-12 · ai-dev-tools

• CodeRabbit vs Greptile vs Graphite: AI Code Review Bots Compared for 2026

  A mechanism-level comparison of three AI pull request reviewers — how each one builds context, how noisy it is by design, and how to bake them off on your own repo before buying seats.

  2026-08-12 · ai-dev-tools

• How to run async standups people actually read

  Async standups fix time-zone logistics but create a digest everyone mutes. Keep yours short, scannable, and worth opening.

  2026-07-20 · saas-productivity

• Best email clients for developers in 2026

  Compared on speed, keyboard navigation, and search quality: for anyone who is their team's point of contact.

  2026-07-20 · saas-productivity

• Blue-Green Deployments Without a Platform Team

  No Kubernetes and no service mesh. A working setup built from a reverse proxy, two ports, and a shell script.

  2026-07-20 · infrastructure

• CDN Edge Caching for Application Developers

  Not just static assets: with the right Cache-Control headers, a CDN can serve API responses, authenticated content, and dynamic pages.

  2026-07-20 · infrastructure

• Database Backup Strategies That Pass a Disaster Drill

  Backup scripts that create files can still fail to restore. Scheduled restores, WAL archiving, and the three things your backup must prove it can do.

  2026-07-20 · infrastructure

• Documentation tools that stay updated without a writer

  Docs drift once nobody maintains them full-time. The tools and workflows that keep them current, tested on small and mid-size engineering teams.

  2026-07-20 · saas-productivity

• Infrastructure as Code for Solo Founders

  You do not need a Terraform monorepo or a dedicated infra engineer. One main.tf, a state backend, and a GitHub Actions workflow on push is enough.

  2026-07-20 · infrastructure

• Meeting hygiene for remote engineering teams

  Remote meetings multiply because they feel cheaper than a conference room. A checklist to keep them few and short without banning synchronous time.

  2026-07-20 · saas-productivity

• Build a second brain that survives context switching

  Most personal knowledge systems fall apart the first week you juggle three projects. Here is a setup that holds when your attention splits.

  2026-07-20 · saas-productivity

• When Serverless Becomes More Expensive Than a VPS

  Above a certain traffic volume, per-request billing costs multiples of a $6 VPS. Here is the crossover math.

  2026-07-20 · infrastructure

• How Agent Tool-Use Loops Work

  AI coding agents follow a loop of planning, reading, editing, and verifying. Understanding that loop helps you write prompts that get better results.

  2026-07-16 · dev-knowledge

• Context Windows in AI Coding Agents Explained

  A context window caps how much code an agent sees at once, which is why agents miss files, repeat work, and lose track of the task.

  2026-07-16 · dev-knowledge

• How AI Coding Agents Read and Index Your Codebase

  AI agents do not magically understand your project. They use a mix of file listing, search, and context loading to find relevant code. Here is how it works.

  2026-07-16 · dev-knowledge

• Inline Completion vs Agentic Coding: What Is the Difference?

  Inline completion and agentic coding are both AI-assisted development, but they solve different problems. Here is how to tell which one you need.

  2026-07-16 · dev-knowledge

• How to Measure Cost Per Task with Terminal AI Agents

  OpenCode and Claude Code bill by the token, so cost per task is the metric that matters. Here is how we tracked it and what we learned.

  2026-07-16 · ai-dev-tools

• Multi-Agent Terminal Workflows with OpenCode and Aider

  How we split work across OpenCode, Claude Code, and Aider in one terminal without losing track of which agent changed what.

  2026-07-16 · ai-dev-tools

• OpenCode First Project Setup: Install to First Passing Test

  Configure providers, context files, and project conventions so the agent produces useful output on an existing codebase from day one.

  2026-07-16 · ai-dev-tools

• Running OpenCode with Local LLMs for Private AI Coding

  We ran OpenCode against a local Ollama model on a proprietary codebase, with no source code sent to a cloud API.

  2026-07-16 · ai-dev-tools

• OpenCode Review: A Terminal-Native AI Coding Agent

  We ran it as a daily driver for two weeks. It edits files, runs tests, and supports multiple models without replacing your IDE.

  2026-07-16 · ai-dev-tools

• Why Terminal-Based AI Agents Use Text In, Text Out

  The terminal seems old-fashioned, but its text-based interface is exactly why AI coding agents work there. Here is the engineering reason behind the trend.

  2026-07-16 · dev-knowledge

• Position Sizing: The Math Retail Investors Skip in 2026

  Size each trade from risk, not conviction: the fixed-fractional formula, fractional Kelly, R-multiples, and drawdown survival math.

  2026-06-22 · finance

• The Best Under-Desk Treadmills for Developers in 2026

  How to compare deck size, noise, and speed range -- plus the standing-desk setup that makes walking while working sustainable.

  2026-06-22 · lifestyle

• The Best Portable Monitors for a Two-Screen Setup in 2026

  USB-C power draw, panel type, and weight compared, plus three picks that hold up for developers working on the road.

  2026-06-22 · lifestyle

• The Best USB-C Docking Stations for One-Cable Desks in 2026

  Which docks actually run two monitors, charge the laptop, and wake up clean, plus the spec traps that send docks back.

  2026-06-22 · lifestyle

• The Best Standing Desks for Developers in 2026

  Stability, height range, and depth: the specs that quietly ruin a desk for long coding sessions, and how to check them.

  2026-06-22 · lifestyle

• TCP vs UDP: What Breaks When You Pick Wrong

  Head-of-line blocking, silent packet loss, Nagle delays -- the exact failure modes that show up when you choose the wrong transport.

  2026-06-22 · dev-knowledge

• Perplexity vs ChatGPT Search: Citations for Analysts, 2026

  We chased every claim back to its source in both tools. Here's how their citation workflows differ and which one to trust.

  2026-06-22 · ai-knowledge-work

• 18 Months of Affiliate Data on Which Reviews Convert

  We tracked clicks and signups across our tool reviews. The patterns that drove conversions were not the ones we expected.

  2026-06-22 · meta

• How We Use AI Without Letting It Hallucinate Into Reviews

  The guardrails between our LLM and a published review: where it drafts, where it gets shut off, and how every claim is checked against a primary source.

  2026-06-22 · meta

• Why pickuma Runs No Sponsored Posts

  pickuma takes affiliate commissions but never sells coverage. How the two models differ, and how that changes what we recommend.

  2026-06-22 · meta

• What We Do When a Tool We Recommended Gets Worse

  Recommended tools change after we publish: prices rise, features get gated, owners change. Here is the process we follow to keep our reviews honest.

  2026-06-22 · meta

• The 5-Dimension Rubric Behind Every pickuma Review

  How the five dimensions are weighted differently for developer and AI tools, and where a single score stops being useful.

  2026-06-22 · meta

• Dollar-Cost Averaging vs Lump Sum: What the Math Really Says

  A measured look at why lump-sum investing usually beats dollar-cost averaging on expected return, when DCA still makes sense, and how to decide for your own cash.

  2026-06-22 · finance

• What the Sharpe Ratio Actually Tells You

  Excess return per unit of volatility -- what the number captures, the four assumptions that break it, and when to trust it.

  2026-06-22 · finance

• Tiingo vs Polygon.io: Market Data APIs in 2026

  Pricing, rate limits, and data coverage compared for solo quant builders, plus which one fits a weekend backtester.

  2026-06-22 · finance

• Building a Portfolio Rebalancing Script in Python

  Measure allocation drift, generate a self-funding trade list, and use threshold bands to avoid over-trading.

  2026-06-22 · finance

• The Best Blue-Light Glasses for Developers in 2026

  An honest look at what the evidence says these glasses do for eye strain, and what reduces it more cheaply.

  2026-06-22 · lifestyle

• Write-Ahead Logging: How Databases Survive a Power Cut

  The log-first rule, fsync, and checkpoints explained, plus why PostgreSQL and SQLite both rely on it to keep committed data safe.

  2026-06-22 · dev-knowledge

• Backpressure, Explained Through a Queue That Won't Fall Over

  What backpressure actually is, why an unbounded queue is a memory leak in disguise, and the four strategies a producer can take when a consumer falls behind.

  2026-06-22 · dev-knowledge

• What a Bloom Filter Actually Saves You

  It trades a small false-positive rate for big memory savings. The math behind that trade, where it pays off, and the failure mode that bites people.

  2026-06-22 · dev-knowledge

• Idempotency: The Retry That Doesn't Double-Charge

  How idempotency keys stop a retried payment from charging a card twice, and where the pattern quietly breaks in production.

  2026-06-22 · dev-knowledge

• From Bootcamp to First Pull Request: A 30-Day Plan

  Week-by-week, from cloning an unfamiliar repo to a merged pull request, with a concrete checkpoint at the end of each week.

  2026-06-22 · career-starter

• AI Coding Tools in 2026 Interviews Without Getting Rejected

  When Copilot, Cursor, and Claude are allowed, when to disclose them, and the skills that still matter once the AI is switched off.

  2026-06-22 · career-starter

• A Junior Developer's Guide to Reading a Large Codebase

  Where to start, what to skip, and how to trace one feature end to end in an unfamiliar repo during your first week.

  2026-06-22 · career-starter

• Learning SQL as Your First Real Skill in 2026

  How long it actually takes to get hireable with SQL, and a week-by-week path career-changers can follow without a CS degree.

  2026-06-22 · career-starter

• A Portfolio Project That Survives a 2026 Recruiter Screen

  Scope, README, deployment, and what to cut so one project holds up when a recruiter or engineer actually opens the repo.

  2026-06-22 · career-starter

• AI Tools for Turning Messy Notes Into Decisions in 2026

  Capture is solved; synthesis isn't. We compare tools that turn scattered meeting notes, voice memos, and docs into something you can act on.

  2026-06-22 · ai-knowledge-work

• Using AI to Draft PRDs Without Losing the Plot

  A step-by-step process for product requirements documents: what to feed the model, what to keep human, and where drafts quietly drift off course.

  2026-06-22 · ai-knowledge-work

• AI Meeting Notetakers: Granola, Fathom, Otter in 2026

  We compared how they capture meetings, what they cost, and which workflow each one actually fits.

  2026-06-22 · ai-knowledge-work

• NotebookLM vs ChatGPT Projects for Research Work in 2026

  Source handling, citations, and drift compared side by side, plus which tool fits which research job.

  2026-06-22 · ai-knowledge-work

• Caddy vs Nginx in 2026: Automatic HTTPS

  For solo developers and small teams: certificate management, performance trade-offs, config ergonomics, and when switching actually pays off.

  2026-06-22 · infrastructure

• Hetzner vs OVH for Side Projects: Bare-Metal Value in 2026

  Pricing models, bandwidth, and hardware compared, plus the trade-offs that matter for a solo developer.

  2026-06-22 · infrastructure

• Bun vs Node.js in Production: What Actually Changes in 2026

  Install speed, native TypeScript, and built-in tooling versus the compatibility and observability gaps that still bite in real deployments.

  2026-06-22 · infrastructure

• Coolify vs Dokploy: Self-Hosted PaaS Compared for 2026

  For solo devs running their own deployments: how Coolify and Dokploy differ in architecture, setup, and resource use, and which one to pick.

  2026-06-22 · infrastructure

• Turso vs Neon: Serverless SQLite and Postgres in 2026

  How the two compare on latency model, database branching, cost shape, and lock-in risk, so you can pick one for your workload.

  2026-06-22 · infrastructure

• Fathom vs Plausible for Indie Sites in 2026

  Compares pricing tiers, script weight, open-source vs proprietary, and EU hosting to show which analytics tool fits a solo project.

  2026-06-22 · saas-productivity

• Cron vs Notion Calendar: The Comparison That Became One App

  Here's what changed for makers who want a keyboard-first calendar that protects focus time, and what the switch from Cron means day to day.

  2026-06-22 · saas-productivity

• Async Standup Tools for Distributed Teams in 2026

  Geekbot, DailyBot, Range, and a DIY Notion setup compared on cost, integrations, and how much noise each one adds.

  2026-06-22 · saas-productivity

• Raycast vs Alfred in 2026: Which Launcher Earns Your Time

  Extensibility models, pricing, and performance compared for macOS power users, plus which one fits your workflow.

  2026-06-22 · saas-productivity

• Linear vs Height for Engineering-Led Teams in 2026

  Opinionated workflow speed versus AI-driven triage: a hands-on look at which issue tracker fits how your team actually ships.

  2026-06-22 · saas-productivity

• Aider vs Continue.dev: Terminal vs Editor AI Coding in 2026

  A hands-on look at two open-source assistants: how each handles model choice, repo context, and your git history.

  2026-06-22 · ai-dev-tools

• MCP Servers Worth Wiring Into Your Editor in 2026

  A practical look at which Model Context Protocol servers actually earn a slot in your editor config, what they do, and where they break down.

  2026-06-22 · ai-dev-tools

• CodeRabbit vs. Greptile vs. Diamond: AI Code Review in 2026

  Compared on codebase context, review depth, and noise, plus which one fits the way your team actually merges pull requests.

  2026-06-22 · ai-dev-tools

• Parallel Refactoring with Claude Code Subagents

  How to split one large refactor across subagents: scoping each task, isolating file conflicts, and reviewing the merged result.

  2026-06-22 · ai-dev-tools

• Cline vs Roo Code: Agentic Coding Extensions in 2026

  Roo Code began as a Cline fork. Here is how the two open-source, bring-your-own-key VS Code extensions actually differ.

  2026-06-22 · ai-dev-tools

• Copy-on-Write, Explained Through fork() and Snapshots

  Copy-on-write defers copying until a write actually happens. The page-table and page-fault mechanism behind it, and why database MVCC relies on it too.

  2026-06-10 · dev-knowledge

• How We Name URLs and Slugs on pickuma.com

  Our rules for slugs across hundreds of articles, why a slug is a permanent contract, and how we change one without breaking SEO.

  2026-06-10 · meta

• Readwise Reader Review: Worth It for Developers in 2026?

  Hands-on notes on keyboard-first triage, RSS, highlight export, the API, pricing, and where it falls short.

  2026-06-10 · saas-productivity

• What Shipping 490 Articles Taught Us About Content Velocity

  Inside an automated editorial pipeline: where velocity actually breaks, and the checks that keep throughput from becoming a liability.

  2026-06-09 · meta

• Kamal 2 review: containers without Kubernetes in 2026

  37signals' Docker-over-SSH deploy tool: what kamal-proxy changed, where it fits, and where it hands the hard problems back to you.

  2026-06-08 · infrastructure

• The Best Webcams and Mics for Remote Developers in 2026

  On a remote team, sounding clear matters more than looking sharp. Picks for stand-ups and pairing sessions, with no hype.

  2026-06-05 · dev-knowledge

• Financial Modeling Prep vs Sharadar for Quant Backtests

  I rebuilt the same equity backtest on both APIs to see which fundamental data you can trust. It comes down to point-in-time data.

  2026-06-04 · finance

• Ghost vs Beehiiv vs Substack in 2026

  A hands-on comparison for developers and operators: pricing models, monetization, growth tooling, and data ownership in plain terms.

  2026-06-04 · saas-productivity

• Caddy vs Traefik vs nginx Proxy Manager

  We migrated three production stacks across Caddy 2.8, Traefik v3.1, and nginx Proxy Manager 2.11. Where each earns its keep, and where it bites.

  2026-05-28 · infrastructure

• K3s vs MicroK8s vs k0s: lightweight Kubernetes in 2026

  Compared on memory footprint, default add-ons, and HA story, plus which team shape each fits. Operational opinions, not synthetic benchmarks.

  2026-05-28 · infrastructure

• Coolify vs Dokku vs CapRover: self-hosted PaaS in 2026

  We deployed the same three-service app to a $12/mo Hetzner box: architecture, memory footprint, and ops cost of each.

  2026-05-28 · infrastructure

• Pitch vs Tome vs Beautiful.ai: AI Decks Compared in 2026

  We built the same investor deck in all three for a week. What each tool actually does, where it breaks, and which workflow fits yours.

  2026-05-28 · saas-productivity

• Figma vs Penpot for design teams in 2026

  Penpot 2.0 brought components, flex layout, and design tokens. What's at parity, where Figma still wins, and when the self-host math works.

  2026-05-28 · saas-productivity

• Slack vs Discord vs Linear for engineering async in 2026

  A side-by-side look at where each tool wins, where each one breaks down, and the combinations that actually work.

  2026-05-28 · saas-productivity

• Block Hands Goose to the Linux Foundation

  What vendor-neutral governance means for teams choosing between LangChain, AutoGen, and Goose - and the lock-in risk most overlook.

  2026-05-28 · infrastructure

• Aider Review: Open-Source AI Pair Programming for Any LLM

  I tested Aider on 9 projects with 6 LLMs over six weeks for $47.30. Why git-native beats accept/reject buttons, and where terminal-only falls short.

  2026-05-28 · ai-dev-tools

• Arc Browser Review: 18 Months In

  I switched from Chrome in November 2024. Spaces, vertical tabs, and auto-archiving cut my tab chaos, but Arc's future is uncertain.

  2026-05-28 · saas-productivity

• Figma Dev Mode Review: 3 Handoffs Over 2 Sprints

  We measured spec accuracy, CSS extraction quality, and back-and-forth against regular Figma inspection, plus whether Dev Mode replaces Zeplin.

  2026-05-27 · saas-productivity

• Fly.io Edge Platform Review: Deploy Apps to 37 Regions

  We deployed a Go API and Next.js app to measure cold starts and latency, comparing DX with Railway, Render, and Heroku, plus fly.toml and WireGuard deep-dive.

  2026-05-27 · infrastructure

• Hoppscotch vs Bruno: The Open-Source API Client Showdown

  We used both for a month of REST and GraphQL work: how browser-based and offline-first compare, and whether either can replace Postman.

  2026-05-27 · saas-productivity

• OrbStack Deep Review: Replacing Docker Desktop on macOS

  We moved 18 containers off Docker Desktop on an M1 Max MacBook Pro and measured memory, idle CPU, cold starts, and Docker API compatibility.

  2026-05-27 · infrastructure

• Why Astro, Cloudflare Pages, and MDX: The Pickuma Stack

  Build time benchmarks, pricing math, and why we rejected Next.js, Vercel, Gatsby, and headless CMS platforms.

  2026-05-27 · meta

• Screen Studio Review: Recordings That Look Produced

  Two months of product demos and bug reports on Screen Studio instead of Loom and CleanShot X: automatic zoom, motion tracking, export quality, and the price.

  2026-05-27 · saas-productivity

• Temporal: Durable Execution That Survives Process Death

  We built payments, onboarding, and AI orchestration on Temporal, then compared it with Step Functions and job queues. Includes the SDK learning curve.

  2026-05-27 · infrastructure

• Turso libSQL: The SQLite Fork With an Edge Replication SDK

  Notes from running embedded replicas across 3 regions in a TypeScript pipeline, plus how it compares to Cloudflare D1 and PlanetScale.

  2026-05-27 · infrastructure

• Upstash Review: Serverless Redis and Kafka Benchmarked

  Latency measured from 3 regions vs AWS ElastiCache and Confluent Cloud, plus the Redis REST API, Kafka HTTP bridge, and where per-request pricing wins.

  2026-05-27 · infrastructure

• v0 by Vercel Review: I Tested 15 Real UI Tasks

  v0 generates React components with shadcn/ui, Tailwind, and TypeScript. Here is how they held up under real product requirements.

  2026-05-27 · ai-dev-tools

• Warp Terminal Review: Six Weeks of Daily Development Use

  We swapped iTerm2 for Warp on builds, deployments, and server work, then compared its AI and block features against kitty and ghostty.

  2026-05-27 · saas-productivity

• Zed Editor Review: We Replaced VS Code for 4 Weeks

  Full-stack TypeScript and Rust in the GPU-accelerated editor from the Atom founders: collaboration, language support, and the speed tradeoffs.

  2026-05-27 · saas-productivity

• Orthrus: Generate 32 Tokens in Parallel

  Orthrus injects diffusion attention into every layer of a frozen autoregressive Transformer, leaving the base model's output distribution unchanged.

  2026-05-26 · ai-dev-tools

• NVIDIA Warp Review: GPU-Accelerated Python for Simulation

  Warp compiles Python to CUDA kernels. We benchmarked it against JAX and Taichi to find where it earns a spot in your stack.

  2026-05-26 · ai-dev-tools

• NVIDIA Warp Review: GPU-Accelerated Python for Simulation and Robotics

  A measured review of NVIDIA Warp, the open-source Python framework that compiles kernels to CUDA. How it compares to JAX and Taichi, and when to reach for it over PyTorch.

  2026-05-26 · saas-productivity

• NVIDIA CUTLASS: CUDA Templates for AI Linear Algebra

  A close read of the header-only library behind much of modern AI infrastructure: its kernel hierarchy, where CuTe and the Python DSL fit, and when to use it.

  2026-05-26 · infrastructure

• ROCm in 2026: PyTorch on the RX 7900 XTX Still Falls Short

  Hands-on notes on ROCm 6.x and PyTorch Lightning for ML research, including where the 24 GB AMD card is genuinely competitive.

  2026-05-26 · saas-productivity

• ROCm in 2026: Why PyTorch on the RX 7900 XTX Still Falls Short for Research

  A measured look at where AMD ROCm with PyTorch and PyTorch Lightning still has rough edges on the RX 7900 XTX in 2026, and what that means if you are porting CUDA training workloads.

  2026-05-26 · infrastructure

• GPT-5.5 Instant vs GPT-5.3: Three Claims Tested

  OpenAI quietly swapped ChatGPT's default. We check the speed, reasoning, and accuracy claims and what they mean for API builders.

  2026-05-26 · saas-productivity

• GPT-5.5 Instant vs GPT-5.3: Which of OpenAI's Three Claims Hold Up

  OpenAI swapped ChatGPT's default to GPT-5.5 Instant overnight, claiming faster responses, sharper reasoning, and fewer hallucinations. We grade each claim against independent testing and show developers what to change in their API stack.

  2026-05-26 · infrastructure

• GPT-5.5 Instant vs GPT-5.3 Instant: Testing OpenAI's Three Claims

  OpenAI silently swapped ChatGPT's default from GPT-5.3 Instant to GPT-5.5 Instant. We break down which of the three official claims — speed, reasoning, accuracy — hold up in independent testing, and what to do if you ship on the API.

  2026-05-26 · meta

• OpenAI Daybreak vs Anthropic Glasswing: Identical Benchmarks

  Both shipped the same week with overlapping enterprise partners. What the convergence signals, and how to evaluate either for your AppSec pipeline.

  2026-05-26 · infrastructure

• OpenAI Daybreak vs Anthropic Glasswing for AppSec

  Both launched the same week with overlapping enterprise partners and near-identical benchmarks. Here is how to run a bake-off that tells you something.

  2026-05-26 · saas-productivity

• Macchiato Day 2 Review: Live Token Metrics and Parallel AI Terminals

  Macchiato's Day 2 release ships a live token sidebar, per-agent cost dashboard, and shortcuts for Claude Code and OpenCode. Here is what changes for developers running multiple AI agents.

  2026-05-26 · infrastructure

• Macchiato Day 2: Live Token Metrics for Parallel Claude Code and OpenCode Terminals

  Macchiato's Day 2 update adds a live token/cost sidebar, consumption dashboards, and shortcuts for switching between Claude Code and OpenCode inside one agentic terminal.

  2026-05-26 · meta

• Macchiato Day 2: Live Token Metrics and Parallel Terminals for Claude Code and OpenCode

  Macchiato's Day 2 update lands a live token/cost sidebar, consumption dashboards, and keyboard shortcuts for jumping between Claude Code and OpenCode in one terminal. Here is what shipped and who should care.

  2026-05-26 · saas-productivity

• Macchiato Day 2: Live Token Metrics and Parallel AI Terminals Reviewed

  Macchiato's day-2 build adds a live token/cost sidebar and keyboard shortcuts for swapping between Claude Code and OpenCode in one terminal. Here's what shipped and what it means.

  2026-05-26 · ai-dev-tools

• Coolify Review: Self-Hosted Vercel Alternative on a $20 VPS

  We deployed an Astro site, a Next.js app, and PostgreSQL on a Hetzner box, then compared this open-source PaaS to Vercel and Netlify on cost and reliability.

  2026-05-23 · infrastructure

• OrbStack vs Colima vs Rancher Desktop: RAM and Startup

  We ran all three as Docker Desktop replacements on macOS and Linux, and checked Docker Compose compatibility.

  2026-05-23 · infrastructure

• GitHub Projects Review: Can It Replace Jira?

  We moved three engineering projects off Jira and measured what changed in issue tracking, sprint planning, and stakeholder visibility.

  2026-05-23 · saas-productivity

• Linear vs Jira: Why Developer Teams Are Switching

  We moved from Jira to Linear and tracked resolution time, meeting overhead, and developer satisfaction across three sprints.

  2026-05-23 · saas-productivity

• Notion vs Obsidian: A Developer's Guide

  Three months of side-by-side dev notes: how a cloud-native workspace compares to a local-first Markdown vault.

  2026-05-23 · saas-productivity

• The Pickuma Tech Stack: Astro 6, Supabase, Bun, Cloudflare

  Every tool and service behind pickuma.com, plus our actual monthly infrastructure costs and the automation pipeline that keeps it publishing.

  2026-05-23 · meta

• PlanetScale vs Neon vs Supabase: Serverless DB in 2026

  Compared on cold start latency, pricing at scale, branching workflows, and ORM compatibility -- and which one fits your architecture.

  2026-05-23 · infrastructure

• Backtrader vs VectorBT vs Zipline-Reloaded, Benchmarked

  We ran the same momentum rotation strategy in each Python framework and measured runtime, code complexity, and accuracy against live trading results.

  2026-05-23 · finance

• Raycast Review: The macOS Launcher Developers Keep

  Three months replacing Spotlight: Git, Jira, snippets, and window management, which features justify Pro, and where Alfred wins.

  2026-05-23 · saas-productivity

• Local LLMs for Code Generation: Ollama vs LM Studio in 2026

  We benchmarked DeepSeek Coder, Qwen 2.5 Coder, and CodeLlama on Apple Silicon and NVIDIA GPUs for latency, code accuracy, and readiness to replace cloud APIs.

  2026-05-23 · ai-dev-tools

• Screen Studio vs CleanShot X vs OBS for Developers

  We recorded the same bug reproduction, product demo, and code walkthrough in each tool, then compared quality, file size, and editing time.

  2026-05-23 · saas-productivity

• SST Ion Review: TypeScript Compiled to Terraform

  We migrated a production API from SST v2 to Ion and measured cold starts, deploy speed, and the live Lambda debugger.

  2026-05-23 · infrastructure

• Turso Review: Edge-Native SQLite Built on libSQL

  We measured query latency across 5 regions and compared Turso's primary-replica setup to Cloudflare D1 and Postgres. Plus where SQLite's limits matter.

  2026-05-23 · infrastructure

• Cloudflare D1 Deep-Dive: SQLite at the Edge

  How D1 delivers transactional SQLite with zero cold starts and read replication, its Workers integration, and where it fits among serverless databases.

  2026-05-22 · infrastructure

• Continue.dev Review: Open-Source, Choose Your Model

  A plugin for VS Code and JetBrains with customizable context and a transparent architecture. Where it replaces Copilot, and where it does not.

  2026-05-22 · ai-dev-tools

• Fly.io vs Railway: Choosing a Modern PaaS for 2026

  Compare regions, pricing, and developer experience across both platforms, and see which workloads each one handles best.

  2026-05-22 · infrastructure

• Linear Review: Project Management for Software Teams

  A keyboard-first, opinionated tracker for engineering velocity. What it gets right, where it frustrates, and who should pay for it.

  2026-05-22 · saas-productivity

• Loom Review: Async Video Messaging for Teams

  Replaces synchronous status updates and walkthroughs with recordings watched on the recipient's schedule. Where it breaks down, plus the pricing math.

  2026-05-22 · saas-productivity

• Neon Review: Serverless Postgres With Storage/Compute Split

  Database branching, serverless scaling, and a free tier - plus the cases where traditional Postgres still wins. A hands-on look.

  2026-05-22 · infrastructure

• Notion AI in 2026: What the Assistant Actually Does

  It searches, writes, and analyzes across your whole workspace. Which features earn their keep, and which ones do not.

  2026-05-22 · saas-productivity

• Raycast Review: The Launcher That Replaces a Dozen Tools

  Started as a Spotlight alternative; now bundles extensions, AI, and window management. Where it works on macOS and where it overreaches.

  2026-05-22 · saas-productivity

• SST Ion Review: A Framework That Makes AWS Serverless Feel Coherent

  SST Ion reimagines infrastructure-as-code by embedding AWS resource definitions directly into application code, with live Lambda debugging and a Terraform-compatible deployment engine. A review of the developer experience, the Pulumi migration, and where Ion fits in 2026.

  2026-05-22 · infrastructure

• Supabase Edge Functions Review: Deno on the Edge

  Runtime, developer experience, and integration with Postgres, auth, and storage, plus how it compares to Cloudflare Workers and AWS Lambda.

  2026-05-22 · infrastructure

• Tana Review: A PKM Outliner That Thinks in Graphs

  Tana pairs Roam-style outlining with typed supertags. An honest look at the learning curve and whether it replaces your existing tools.

  2026-05-22 · saas-productivity

• v0 by Vercel Review: AI-Generated UI Components That Actually Ship

  v0 generates React and Next.js UI from natural language prompts. A pragmatic look at what it produces, how the output compares to hand-written code, and when it saves real development time.

  2026-05-22 · ai-dev-tools

• Anthropic vs OpenAI: What the Latest Releases Mean

  Sorting new models, tiers, and API features into capability, pricing, and API surface - and how to choose a platform without lock-in.

  2026-05-21 · meta

• Concurrency, Retries, and Timeouts in TypeScript AI Agents

  Why Promise.race leaks model calls and billing, and how a single-owner pattern with AbortSignal, deadline budgets, and jittered retries fixes it.

  2026-05-21 · infrastructure

• Temporal Hits 3,000 Customers: Durable Execution for Agents

  Teams building long-running LLM agents are swapping DIY retry code for crash-proof workflows. What durable execution buys you, and what it costs.

  2026-05-21 · infrastructure

• MinIO MemKV and the AI Recompute Tax

  How MemKV offloads KV cache to persistent memory so agentic pipelines reload attention state, plus the 95% utilization claim and when reload beats recompute.

  2026-05-21 · infrastructure

• Why AI Agents Fail Silently: Build an Observability Monitor

  Agents return 200s and exit cleanly while hallucinating, degrading under rate limits, and overrunning budgets. Four failure modes, one minimal monitor.

  2026-05-21 · infrastructure

• Why Long-Running AI Agents Break on HTTP

  HTTP's request-response model drops connections mid-task. Ably's durable sessions keep messages, state, and reconnects intact.

  2026-05-21 · infrastructure

• First SaaS Customers: The Channels That Actually Work

  For indie founders: how long each channel takes to pay off, validation tactics, and the mistakes that stall the first 90 days.

  2026-05-21 · saas-productivity

• Forgelab PDF API Review: Merge, Split, Compress from $5/mo

  Merge, split, compress, and PDF-to-image through one REST endpoint. A hands-on look at what it leaves unspecified and when hosted beats self-hosting.

  2026-05-21 · saas-productivity

• Distribution Playbook for Solo SaaS Founders With Zero Users

  Where to post after launch day, how to write a launch post that gets read, and the SEO content loop that keeps working afterward.

  2026-05-21 · saas-productivity

• Studis Review: Turning Product Photos Into Social Ads

  We tested Studis: one product photo becomes ad creatives, copy, hashtags, and audience targeting on a Gemini Flash Image and Claude model stack.

  2026-05-21 · saas-productivity

• Hidden SaaS Time-Wasters That Wreck Your Build Timeline

  Auth, billing, deployment, and edge-case debugging quietly eat weeks - plus where AI dev tools genuinely cut the time.

  2026-05-21 · saas-productivity

• Querying Telemetry in Plain English

  How the natural-language translation layer over logs, metrics, and traces works, what it genuinely helps with, and where it breaks.

  2026-05-21 · infrastructure

• 4 Behavioral Biases That Quietly Cost Investors the Most

  Loss aversion, recency, overconfidence, and herding -- how each one works, and the guardrails that beat relying on willpower.

  2026-05-21 · finance

• Caddy Web Server Review: Automatic HTTPS Without Ceremony

  A close look at Caddy's Caddyfile syntax and reverse proxy setup, plus where it falls short compared to Nginx.

  2026-05-21 · infrastructure

• ChatGPT Exporter: Save Chats to Word, PDF, and Markdown

  Compare browser extensions that export ChatGPT chats locally, with notes on format fidelity and privacy tradeoffs.

  2026-05-21 · saas-productivity

• Why Some Developers Are Actually Leaving GitHub in 2026

  GitHub still hosts 180M developers and 630M repos, but AI training policy changes, record outages, and Forgejo make alternatives worth a look.

  2026-05-21 · meta

• Gopeed Review: A Scriptable, No-Bloat Download Manager

  GPLv3 client built with Go and Flutter: HTTP, BitTorrent, and ed2k support, a REST API, JavaScript extensions, and honest limits.

  2026-05-21 · saas-productivity

• InfiniDesk 3: Hotkey-Driven Virtual Desktops on Mac

  macOS Spaces frustrates developers who want predictable, named workspaces. How InfiniDesk 3 compares to other hotkey tools and what to check before buying.

  2026-05-21 · saas-productivity

• Joplin Review: Open-Source, Privacy-First Note App

  E2EE sync, Markdown editing, a plugin API, and full data portability, all free. Where Joplin excels and where it falls short.

  2026-05-21 · saas-productivity

• Lightdash Review: Open-Source BI Built on dbt

  How Lightdash turns dbt models into dashboards without redefining metrics, plus self-hosting trade-offs and where it falls short.

  2026-05-21 · saas-productivity

• Lowdefy Review: Internal Tools and AI Agents in YAML

  You write config instead of React. Here is what that looks like in practice, where it works well, and where it runs out of rope.

  2026-05-21 · saas-productivity

• Mac Mini as AI Agent Infrastructure

  Apple Silicon's unified memory: benchmarks, real costs, Ollama and MLX setup, and honest tradeoffs versus cloud GPUs.

  2026-05-21 · infrastructure

• Malleon Review: Session Replays as Regression Tests

  How the session-replay-to-test category works, what to evaluate in these tools, and where deterministic replay-generated tests fit into a CI/CD pipeline.

  2026-05-21 · saas-productivity

• Memos Review: Self-Hosted, Markdown-Native Notes

  An honest look at Memos, the open-source note app: a single Go binary, zero telemetry, and where it falls short.

  2026-05-21 · saas-productivity

• Nerali Review: An All-in-One Planner for Developers

  Tasks, calendar, notes, and journal live in separate workspaces with one unified daily view. Here is what to check before committing.

  2026-05-21 · saas-productivity

• NixOS & nixpkgs in 2026: Dev Environments Without Docker

  How Nix flakes and devShells replace Docker for local dev: what works, where it hurts, and whether the learning curve is worth it for your team.

  2026-05-21 · infrastructure

• The Rust Sidecar Pattern for Python AI Deployment

  Python dominates ML development but struggles in production serving. Here's how the split works: Python handles models, Rust owns the hot path.

  2026-05-21 · infrastructure

• SendGrid vs Mailgun vs Resend: 2026 Email API Comparison

  An honest look at pricing, developer experience, deliverability, and fit to help you pick a transactional email API.

  2026-05-21 · infrastructure

• SigNoz Review: An Open-Source Datadog Alternative

  Unified logs, traces, and metrics on ClickHouse and OpenTelemetry. What it actually costs, and where self-hosting bites back.

  2026-05-21 · infrastructure

• Streaming AI Inference: A Software Fix for LLM Energy Bills

  Continuous batching, KV-cache management, speculative decoding, and model routing cut cost per token without new hardware.

  2026-05-21 · infrastructure

• Temporal Cloud Serverless: Durable Execution

  Run durable workflows on AWS Lambda with no infrastructure to manage. What changed, the tradeoffs, and when it fits.

  2026-05-21 · infrastructure

• textdrop.sh Review: Encrypted, No-Account Text Sharing

  Browser-encrypted links for text, Markdown, and code, with burn-after-read and expiry up to 30 days. What works and what falls short.

  2026-05-21 · saas-productivity

• Stop Wrestling With Terraform State Imports at Scale

  Config-driven import blocks and generated configuration replace the one-resource-at-a-time terraform import command, with a preview before you apply.

  2026-05-21 · infrastructure

• Training an LLM in Swift: Matmul from Gflop/s to Tflop/s

  How loop reordering, cache blocking, SIMD, multithreading, and GPU offload speed up matrix multiplication on Apple Silicon -- and why it sets training speed.

  2026-05-20 · infrastructure

• Self-Hosting Guide on GitHub: Local LLMs and Home Servers

  A review of mikeroyal's GitHub repo for WireGuard VPNs, Home Assistant, and private cloud -- plus where self-hosting saves money and where it doesn't.

  2026-05-20 · infrastructure

• Polygon vs Alpha Vantage: Stock Data APIs for Side Projects

  A side-by-side on free tiers, market coverage, and developer experience, with no trading-edge hype.

  2026-05-19 · finance

• GitHub Copilot Desktop vs Claude Code vs Codex CLI

  GitHub's standalone Copilot desktop app changes the matchup. We compare workflow surface, approval semantics, and model neutrality.

  2026-05-18 · ai-dev-tools

• PyPI Package Growth Surge: What It Means for Python Devs

  PyPI's catalog is growing faster than ever. Here's how that affects supply-chain risk and dependency bloat, and what to use when you audit your tree.

  2026-05-18 · infrastructure

• Does AI Actually Understand? An LLM Comprehension Guide

  Searle's Chinese Room, stochastic parrots, and IIT predict where LLMs break -- and what that means for prompts, retrieval, and agent loops.

  2026-05-18 · ai-dev-tools

• Immich Review: Self-Hosted Google Photos Alternative

  What it takes to deploy, how the mobile apps and on-device ML work, and the tradeoffs of hosting your own photos.

  2026-05-18 · infrastructure

• Supabase Review: Dedicated Postgres for AI App Backends

  The open-source Firebase alternative with auth, storage, realtime, and pgvector -- what holds up, and where pricing and the realtime engine bite.

  2026-05-18 · infrastructure

• r/programming Banned AI Content for a Month

  The April 2026 trial banned LLM-generated posts. What it revealed about AI slop, moderation tradeoffs, and where dev forums draw the line next.

  2026-05-18 · meta

• Coolify Review: Self-Hosted Vercel/Heroku Alternative

  An open-source PaaS you self-host for about $6/month. We tested its 280+ one-click services to find where it beats Vercel and Heroku - and where it doesn't.

  2026-05-18 · infrastructure

• rk3562deb: Can a $80 ARM Tablet Be a Linux Dev Workstation?

  We read through the project that turns cheap RK3562 Android tablets into Debian machines: what works, what doesn't, and which dev workflows fit.

  2026-05-18 · infrastructure

• Apple Silicon vs OpenRouter: Local LLM Costs 30-60x More

  Running Llama 3.3 70B on an M-series Mac Studio versus paying per token: here's the math at typical developer volumes, and three cases where local still wins.

  2026-05-18 · ai-dev-tools

• 70% of Americans Oppose Local AI Data Centers

  The resulting permitting drag will hit inference pricing, region availability, and the architecture decisions developers make.

  2026-05-18 · infrastructure

• Mozilla Defends VPNs to UK Regulators

  Mozilla told Ofcom that VPNs are essential privacy infrastructure, not threats. Here's what changes for developers if regulators listen.

  2026-05-18 · infrastructure

• Bun vs Node.js in 2026: Is Bun Production-Ready?

  We tested Bun 1.2 against Node.js 22 LTS on real workloads: where the speed gap is real, where Node compatibility breaks, and how to decide on migrating.

  2026-05-18 · ai-dev-tools

• Hermes Memory Installer Review: One-Command Local AI Memory

  Nous Research's tool installs with one shell command and keeps agent memory in local files. We compare its file-based approach to Mem0 and Letta.

  2026-05-17 · ai-dev-tools

• Best Domain Registrars for Developers in 2026

  Porkbun, Cloudflare, Namecheap, and Squarespace compared on API access, DNS management, WHOIS privacy, and renewal pricing. Stop overpaying on renewals.

  2026-05-14 · infrastructure

• Email Marketing Tools for Developer-Founded Startups in 2026

  Buttondown, ConvertKit, Loops, and Resend compared on pricing, deliverability, and API-first, Markdown-native workflows.

  2026-05-14 · saas-productivity

• Deploying Bun Apps on Cloudflare Workers in 2026

  Cold starts, free tier limits, the node:* compat story, and when Workers beats a VPS for side projects.

  2026-05-14 · infrastructure

• Supabase vs Firebase in 2026 for Indie Developers

  Postgres vs Firestore, auth, realtime, and pricing cliffs compared, plus when open-source ownership beats vendor convenience.

  2026-05-14 · infrastructure

• Cursor vs GitHub Copilot: Which Ships Faster in 2026?

  We tested both on a Next.js app, a Python CLI, and a Rust library migration. Cursor won on velocity -- but one scenario still favors Copilot.

  2026-05-14 · ai-dev-tools

• Fly.io vs Railway: Fastest Side Project Deploy in 2026

  We deployed the same Next.js app and Postgres to both, timing first deploy and cold starts. Railway won on speed; Fly.io won on global reach.

  2026-05-14 · infrastructure

• Linear vs Jira: Which Ships Faster in 2026?

  We ran a 4-person dev team through two sprints, one in Linear and one in Jira. Linear won on velocity and clarity; Jira still owns the enterprise.

  2026-05-14 · saas-productivity

• Loom vs Screen Studio: Best Video Tool for Developers 2026

  We tested both on code walkthroughs, bug reports, and team updates: Loom is faster to share, Screen Studio looks more produced.

  2026-05-14 · saas-productivity

• Notion vs Obsidian: Developer Knowledge Bases in 2026

  Notion's databases vs Obsidian's local-first graph, compared on sprint notes and technical docs. One wins for teams, the other for solo work.

  2026-05-14 · saas-productivity

• Raycast vs Alfred: Which macOS Launcher Wins in 2026?

  We ran both launchers side by side for 30 days. Here's how Raycast's extensions and built-in AI stack up against Alfred's veteran workflows.

  2026-05-14 · saas-productivity

• OpenAI Codex Chrome Extension Tested

  The coding agent runs inside a browser tab. Which workflow patterns pay off, the limits, and how it compares to Codex CLI and IDE agents.

  2026-05-12 · ai-dev-tools

• OpenAI Codex vs Claude Code: Python Benchmark

  We ran both on the same codebase across refactoring, debugging, and agentic tasks. What each shipped, and the speed-vs-cost tradeoff.

  2026-05-12 · ai-dev-tools

• Paperless-ngx: Self-Hosted Docs With a REST API

  A hands-on review of the open-source DMS: Docker stack, OCR pipeline, AI workflow integration, and where Whoosh search hits its limits.

  2026-05-12 · infrastructure

• Gitleaks: Open-Source Secret Scanning for Git Repos in 2026

  Hands-on with the Gitleaks CLI, pre-commit hooks, and CI integration, plus how it compares to GitGuardian for teams that don't want per-developer pricing.

  2026-05-12 · infrastructure

• Eleven Browser Games in a Week

  All eleven live at play.pickuma.com. After the first two, the bottleneck was the chrome around each game, not game logic. The design system fixed that.

  2026-05-12 · infrastructure

• I Shipped Two Web Games This Weekend

  Stop at 7.77 and Eagle Run are live at play.pickuma.com: a 250-line vanilla canvas game and a one-button time-sense test, plus the stack and tradeoffs.

  2026-05-12 · infrastructure

• AdamsReview: Multi-Agent PR Review for Claude Code, Reviewed

  How multi-agent review catches what single-pass LLM reviews miss, and where AdamsReview fits in your pipeline.

  2026-05-12 · ai-dev-tools

• yt-dlp: The CLI Video Downloader Developers Use in 2026

  Replaced youtube-dl for programmatic video and audio extraction: install, format selectors, the Python API, and gotchas we hit across three real workflows.

  2026-05-12 · ai-dev-tools

• Build Your Own X: 10 Tutorials That Teach How Software Works

  The build-your-own-x GitHub repo has 350k+ stars. These 10 picks cover databases, compilers, Git, and neural nets, all from scratch.

  2026-05-12 · ai-dev-tools

• Phantom Pulse RAT Hits Obsidian Community Plugins

  The attack chain that put a RAT in developer vaults, plus how to audit plugins in Obsidian, VS Code, and Cursor.

  2026-05-12 · infrastructure

• Ratty Terminal Emulator: Inline 3D Graphics

  A measured look at where this category fits, which workflows benefit, and what to verify before you switch.

  2026-05-12 · ai-dev-tools

• Audiorista vs Building Your Own Audio App: When No-Code Wins

  For podcasters, course creators, and audiobook publishers who want out of Spotify and Apple dependency: what a custom build costs versus a platform.

  2026-05-12 · saas-productivity

• Signeasy vs DocuSign vs Dropbox Sign for SMB SaaS

  Which eSignature tool fits an early-stage team that needs contracts signed without enterprise pricing or Salesforce-only workflows.

  2026-05-12 · saas-productivity

• Woodpecker vs Lemlist vs Instantly: Cold Email in 2026

  Google and Yahoo tightened sender requirements in 2024. Here's how the three tools hold up now, and which one fits your team.

  2026-05-12 · saas-productivity

• Best Free Tiers for Developers in 2026: SaaS, PaaS & IaaS

  Which hosting, database, CI/CD, and observability free tiers still let you ship for $0, where the hidden cliffs are, and when paying beats the workarounds.

  2026-05-11 · infrastructure

• Mythos AI Found a Real Curl Vulnerability

  Daniel Stenberg confirmed the bug in one of the most-reviewed codebases on the planet. What it means for AI-assisted security review.

  2026-05-11 · ai-dev-tools

• Running Local LLMs on a 24GB M4 Mac: What Actually Fits

  Model size math, real tokens/sec for 7B-32B models, and when to reach for Ollama, llama.cpp, or MLX.

  2026-05-11 · ai-dev-tools