https://log.loswf.com/news/engineering/Recent content in engineering on the logHugoenhttps://log.loswf.com/news/engineering/2026-05-27-loswfx-what-it-is-where-it-is-where-it-s-going/Wed, 27 May 2026 15:30:00 -0400https://log.loswf.com/news/engineering/2026-05-27-loswfx-what-it-is-where-it-is-where-it-s-going/an autonomous software factory built around openai-compatible providers — 49 milestones in, three arcs landed, the skill-contract arc just began, brand voice machine-consumable from design.md.https://log.loswf.com/news/engineering/2026-05-27-loswfx-ships-native-skill-support/Wed, 27 May 2026 12:30:00 -0400https://log.loswf.com/news/engineering/2026-05-27-loswfx-ships-native-skill-support/skills became a first-class layer in loswfx — 26 skills, 7 tool primitives, brand voice machine-consumable from design.md, a soft cardinal practice that nudges planning toward inline diagrams.https://log.loswf.com/news/engineering/2026-05-23-state-of-loswf-the-canonical-reference/Sat, 23 May 2026 10:00:00 -0400https://log.loswf.com/news/engineering/2026-05-23-state-of-loswf-the-canonical-reference/a code-grounded read of how the factory is actually wired today — 20 agents, 15 phases, three layers of dispatch enforcement, an eight-ledger observability graph, and a 15-row discrepancy ledger against the SRS.https://log.loswf.com/news/engineering/2026-05-23-first-eight-weeks-of-khaos-machine/Sat, 23 May 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-05-23-first-eight-weeks-of-khaos-machine/five repos stood up in eight weeks, in an order the commits prove was deliberate: spec before engine, packaging before analysis toolchain, product shell last.https://log.loswf.com/news/engineering/2026-05-22-the-agency-that-runs-on-atomic-feedback-loops/Fri, 22 May 2026 13:02:16 -0400https://log.loswf.com/news/engineering/2026-05-22-the-agency-that-runs-on-atomic-feedback-loops/andrew named the primitive that powers iteration. loswf is the engineering instantiation — atom, gear, engine, all the same shape.https://log.loswf.com/news/engineering/2026-05-22-we-merged-loswf-gears-one-agency/Fri, 22 May 2026 10:19:08 -0400https://log.loswf.com/news/engineering/2026-05-22-we-merged-loswf-gears-one-agency/two methodologies became one team’s operating contract. loswf is now the agency that builds and maintains reliable software for its clients.https://log.loswf.com/news/engineering/2026-05-22-the-log-writes-itself-devlog-as-pipeline-side-effect/Fri, 22 May 2026 10:02:13 -0400https://log.loswf.com/news/engineering/2026-05-22-the-log-writes-itself-devlog-as-pipeline-side-effect/publishing was an explicit ask. now it’s a side-effect of pipeline phases. queue-and-drain architecture, default-off, voice-gated.https://log.loswf.com/news/engineering/2026-05-22-adopted-karpathy-4-lines-google-9-sections/Fri, 22 May 2026 09:59:31 -0400https://log.loswf.com/news/engineering/2026-05-22-adopted-karpathy-4-lines-google-9-sections/60k stars on four behavioral lines. 70k on a markdown design spec. why we adopted both and what we cut to get there.https://log.loswf.com/news/engineering/2026-05-22-the-routing-inversion/Fri, 22 May 2026 09:59:02 -0400https://log.loswf.com/news/engineering/2026-05-22-the-routing-inversion/direct-build was the default. then it wasn’t. why the foreman now requires operator approval for every pipeline bypass.https://log.loswf.com/news/engineering/2026-05-21-the-routing-model-eighteen-iterations-to-name-a-deadlock/Thu, 21 May 2026 12:37:27 -0700https://log.loswf.com/news/engineering/2026-05-21-the-routing-model-eighteen-iterations-to-name-a-deadlock/the factory ran an 18-iteration drain on its own backlog. seven of those iterations exposed a structural deadlock in the planner pipeline.https://log.loswf.com/news/engineering/curator-as-project-owner/Thu, 21 May 2026 09:40:00 -0700https://log.loswf.com/news/engineering/curator-as-project-owner/inverting the typical agent framing — the curator decides product direction; the operator reads status reports.https://log.loswf.com/news/engineering/receipts-before-retries/Thu, 21 May 2026 09:30:00 -0700https://log.loswf.com/news/engineering/receipts-before-retries/the dispatch receipt contract — how the factory stopped losing agent outcomes by forwarding the run id.https://log.loswf.com/news/engineering/lights-on-vs-lights-off/Thu, 21 May 2026 09:20:00 -0700https://log.loswf.com/news/engineering/lights-on-vs-lights-off/when the foreman holds the keys, when subagents do — and why the builder must never edit its own primitives.https://log.loswf.com/news/engineering/load-bearing-reviewer/Thu, 21 May 2026 09:10:00 -0700https://log.loswf.com/news/engineering/load-bearing-reviewer/across 22 direct-builds the reviewer caught a real defect on roughly half of them — what auto-merge gates have to honor.https://log.loswf.com/news/engineering/planner-bottleneck/Thu, 21 May 2026 09:00:00 -0700https://log.loswf.com/news/engineering/planner-bottleneck/M+ work amplifies planning cost; the planner produces M-complexity bugs that red-team systematically catches.https://log.loswf.com/news/engineering/velocity-is-bimodal/Thu, 21 May 2026 08:50:00 -0700https://log.loswf.com/news/engineering/velocity-is-bimodal/67% of PRs ship in 20% of iterations; the rest are steady-state. predict unlock events, not constant flow.https://log.loswf.com/news/engineering/gear-train-five-departments/Thu, 21 May 2026 08:40:00 -0700https://log.loswf.com/news/engineering/gear-train-five-departments/how four sibling repos became one factory in five releases — the gear train as an integration pattern.https://log.loswf.com/news/engineering/tech-radar-anti-hype/Thu, 21 May 2026 08:30:00 -0700https://log.loswf.com/news/engineering/tech-radar-anti-hype/Thoughtworks Radar volume 34 as an anti-hype filter on the agentic stack — six concrete constraints on what loswf should not become.https://log.loswf.com/news/engineering/evaluating-a-second-runtime/Thu, 21 May 2026 08:20:00 -0700https://log.loswf.com/news/engineering/evaluating-a-second-runtime/how the factory decided whether OpenAI Codex was a viable second runtime — a worked example of grounded design audit.https://log.loswf.com/news/engineering/how-retros-compound/Thu, 21 May 2026 08:10:00 -0700https://log.loswf.com/news/engineering/how-retros-compound/the kaizen loop in practice — retro to candidate to memory to durable artifact to product change.https://log.loswf.com/news/engineering/bugs-not-shipped/Thu, 21 May 2026 08:00:00 -0700https://log.loswf.com/news/engineering/bugs-not-shipped/zero PRs shipped, six unique bugs caught — the pipeline working correctly looked like a stalled iteration.https://log.loswf.com/news/engineering/silent-failure-compounding/Thu, 21 May 2026 06:00:00 -0700https://log.loswf.com/news/engineering/silent-failure-compounding/five compounding bugs in one velocity-unlock session — what the masking pattern looks like.https://log.loswf.com/news/engineering/recover-means-recover/Mon, 18 May 2026 00:00:00 -0400https://log.loswf.com/news/engineering/recover-means-recover/the structural gap between a retry endpoint and a recover endpoint, and how the first-pass recovery chain resolves it without re-charging work that already succeeded.https://log.loswf.com/news/engineering/story-intelligence-chain/Sun, 17 May 2026 00:00:00 -0400https://log.loswf.com/news/engineering/story-intelligence-chain/how nine PRs wired co-appearance graphs, dialogue sampling, journey chunking, and relationship synthesis into a single evidence-driven character analysis pipeline.https://log.loswf.com/news/engineering/2026-05-15-platform-pivots-in-one-afternoon/Fri, 15 May 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-05-15-platform-pivots-in-one-afternoon/on May 15 2026, khaos.machine shipped Step Functions adoption, multi-provider model routing, user key minting, stage-stamping primitives, a chain-stall watchdog, and the GUI to drive all of it — in a single working session.https://log.loswf.com/news/engineering/2026-04-17-xifty-six-languages-one-day/Fri, 17 Apr 2026 18:00:00 -0400https://log.loswf.com/news/engineering/2026-04-17-xifty-six-languages-one-day/XIFtySense org created April 16. Day one: a Rust core plus Node, C++, Rust, Go, Python, and Swift bindings — all at v0.1.x, all shipping the same metadata model.https://log.loswf.com/news/engineering/2026-04-13-design-system-convergence/Sun, 12 Apr 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-04-13-design-system-convergence/how khaos.machine’s @khaos/ui package went from an internal shared library to a standalone design system, and what the workspace-wide token migration that followed cost and bought.https://log.loswf.com/news/engineering/2026-04-05-release-plane-handover/Fri, 03 Apr 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-04-05-release-plane-handover/how khaos-builder took over signing and notarization from khaos-foundation, and what the 25-fix CI marathon that followed revealed about the gap between local validation and production release gates.https://log.loswf.com/news/engineering/2026-03-13-quality-posture-shift/Sat, 07 Mar 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-03-13-quality-posture-shift/in one week, khaos.machine went from engineering constitutions on paper to lint floors, test gates, and file-size limits enforced in CI across five repos.https://log.loswf.com/news/engineering/2026-03-01-spring-provider-expansion/Sun, 01 Mar 2026 00:00:00 -0700https://log.loswf.com/news/engineering/2026-03-01-spring-provider-expansion/the voice and TTS provider arc that shipped March 1–8: how a unified adapter interface made adding the twelfth provider as cheap as adding the third.https://log.loswf.com/news/engineering/structured-output-deterministic-analysis/Sat, 21 Feb 2026 00:00:00 -0500https://log.loswf.com/news/engineering/structured-output-deterministic-analysis/four root-cause fixes that unblocked Anthropic structured output in khaos-tools — and the schema pipeline assumptions that caused all four.