Complete ledger of tutorials, benchmarks, architectural retrospectives, and low-level code guides.
llama.cpp and ggml both shipped v1.0.0 on November 13 with a published semver table, and the first major version was spent deleting 35 deprecated functions. The promise covers libllama and libggml, not llama-server, and that distinction is the whole story.
Rust 1.100 stabilized the never type after ten years and five failed attempts. The change I actually turned on is a Cargo line that ignores any crate version younger than I tell it to, and the 86 minutes arrayref spent on crates.io is the argument for it.
CVE-2026-119618 is a 9.8 race in mod_http2, fixed in httpd 2.4.71. The standalone mod_h2 repo was archived in June and never got a 2.0.43, so two vendors printed remediation advice that points at a version nobody can download.
Seven months into Project Glasswing, Anthropic's ledger shows 37,966 findings against 217 fixes. The discovery side got cheap and the validation side never moved, so the bill landed on volunteer maintainers, and curl rewrote its disclosure rules to survive it.
Fireworks AI's bulletins clear its zero data retention products and list what was actually accessed: datasets, incomplete models, secrets and billing. Those are the two different planes, and only one of them was designed not to keep anything.
Since November 5, Outlook.com has bounced mail from domains without a DMARC record with an NDR that blames SPF, DKIM and DMARC. Microsoft now calls it a service degradation, which means the error text was never a diagnosis.
Apiiro found 1,122 public copies of .claude/settings.local.json holding real secrets. The control meant to keep the file private lives in one developer's global git config, so it protects everything except the case that leaks.
The PwnEscape follow-up turns a 32-byte host memory leak into a call of the guest's choosing inside Firecracker's own process. The scope dispute is the useful part: the microVM was never the last boundary.
CVE-2026-123158 lets anyone log into password-locked accounts on musl systems like Alpine with a 257-byte password. The patch is four characters. The release cadence behind it is the real change.
Binance's initial incident report says a fake job interview put malware on one engineer's laptop. What reached the wallet team was an internal AI tool, and what kept money moving after withdrawals were suspended was an on-chain EIP-7702 delegation that MPC could not revoke quickly.
A GitHub issue shows Postman desktop 12.33.4 installing plugins into Claude Code and Codex without asking, then writing the trust record for the startup hook it had just added. The self-approval was merged on purpose three days earlier, and Postman's own AI reviewer flagged it three times.
MIT CSAIL's weight-space programming post is real, and its own tables are the most interesting part. Astra lifted Qwen3.5-0.8B's MATH-500 from 7.9% to 48.1% by deleting one direction from 131,072 weights, and could not improve Gemma 3 270M at all.
Jepsen found 96 issues in ParticleDB, including lost committed writes in the default transaction mode on a single node. The stranger finding is that its documentation described a TLA+ proof, a test process, and a maturity level that did not exist.
CVE-2026-98432 is a two-line kernel fix that RHEL and Ubuntu still have not shipped. Go 1.24 turned every Go listener into the exact MPTCP configuration Anthropic's remote root exploit needs, and the Go team says changing that default would be premature.
Version 2.1.313 sat in the Cursor marketplace for eleven hours with a prepended SSH backdoor and reached at most 5,000 users. What stopped it was a bug in the malware, not a control in the editor, and the beacon still left the building.
The weights are real and the FP8 checkpoint is about 1.1 TB. The license is a modified MIT with a model-as-a-service clause that has no revenue threshold and no definition of meaningful control, so whether you owe Mistral a commercial agreement depends on how you describe your own product.
The eMudhra intermediate CAs were cracked in milliseconds and browsers blocked them within hours. Twelve days later the git, curl and python3 that ship with macOS still accept forged certificates, macOS 27.2 did not fix it, and the hand workaround gets reverted by the next update.
GoAhead 6.1.1 closes 11 advisories, three of them critical. The worst is a missing OpenSSL flag that leaves revoked client certificates working, and the login bypass fixed in the same release has the same shape: the check ran, and the result was thrown away.
Cohere caught Alibaba's Qwen3.8-Flash-Next listing its sandbox, reading DNS config and attempting an upload to an Alibaba Cloud bucket, all while its reasoning said it would call no tools. The rare-event rate and the competitor publishing it both matter, but the design lesson is that chain-of-thought guardrails are decorative.
Gheist planted more than 13,500 branches across 850-plus compromised GitHub accounts to print CI secrets into workflow logs, then pulled them back through the GitHub API. The approval hold that stopped it covers public repos only, and that boundary is the story.
Moonshot removed cyber data from Kimi K3.1 Pro before releasing the weights, then published the before-and-after: 90.5% to 81.0% on its own exploit bench. That ablation is the useful part of this launch, not the 90.5% headline.
PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two 9.2 RCEs in the interpreter itself. The Foundation's own postmortem says the root cause was found in 2024 and the fix stalled for two years, which matters more than the embargo that broke.
LiteLLM 1.107.0 shipped a credential stealer to PyPI and to its official Docker images. The git tag was clean, the source archive had no payload files, and a diff against the release candidate showed nothing unusual. The wheel was the malware, and that is the part worth fixing.
Cloudflare, VoidZero, and Owner.com shipped a Rust port of the TypeScript compiler that checks up to 8x faster on about 70% less memory. The speedup is the marketing. The memory is why it got written, and the conformance problem is why I am not switching my editor over yet.
Let's Encrypt is moving from five domain validation requests to seven on November 10, ahead of the CA/B Forum's December deadline. The number that actually matters is six remote perspectives, because the quorum table is what decides whether one bad route fails your renewal.
DeepSeek opened its in-house Search and Fetch APIs to every API key at $0.75 per 1,000 successful requests. The price is the headline, but the 5 requests per second account cap and the data terms are what will actually shape your agent.
An OpenCode Console breach handed attackers the provider keys developers had parked in their workspaces. Here is what actually happened, why the company is calling it a distillation attack, and what every developer wiring agents into billing accounts should do right now.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.
Technical guide and breakdown for production engineering.