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152 postsHTTP QUERY Method Arrives: Is Your Infrastructure Ready?
IETF's new QUERY HTTP method fixes the POST-for-search compromise, but CDN, WAF, and framework support still lag behind. A practical engineering guide to what's ready and what isn't.
The Hidden Risk of Giving LLM Agents Terminal Access
Giving autonomous AI agents shell access can wreck your filesystem. Open-source rewind-sdk uses OverlayFS to enable millisecond-fast checkpoints and rollbacks.
Building a Deal Finder Bot from Catawiki's Expert Estimate Data
Catawiki quietly embeds expert price estimates in its NEXT_DATA JSON on every lot page. Here's how that discovery became a live deal-finding Apify Actor for auction bidders.
Game Genetics Without Mendel: Continuous Traits, Skewed Mutation
This farming sim's breeding system swaps Mendelian allele tables for continuous float genes, biased mutation, and shareable backend-free genome codes.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comMiniMax M2.7: Open-Source AI That Optimized Its Own Training
MiniMax's open-source M2.7 model actively shaped its own training via memory writes and skill-building, gaining 30% efficiency and matching GPT-5.3-Codex on SWE-bench Pro.
Building an AI that pentests your AI, with proof required
An engineer built an adversarial LLM harness that only reports proven exploits against a live agent, replacing vague 'might be vulnerable' pentest reports with deterministic, oracle-verified findings.
Chainlink Staking Isn't Yield Farming, It's Network Security
Chainlink's staking v0.2 model is more than locked LINK: slashing and alerting mechanisms deter node operator misbehavior to secure oracle feeds.
Rootless Edge Deployments: Daemonless CI/CD with Podman and Buildah
Mounting a root Docker socket in CI/CD pipelines with hardware access is a major risk. Podman and Buildah's rootless, daemonless design mitigates it.
Instagui turns any CLI tool into a web GUI instantly
Instagui runs via npx and parses a CLI's --help output with AI to auto-generate a local web form, letting you run tools like ffmpeg without memorizing flags.
Side-Stacked Memory Chips Could Solve HBM's Heat Problem
V-Die and MOSAIC arrange DRAM dies side by side instead of stacking them vertically, aiming to solve HBM's heat problem and boost memory bandwidth for AI chips.