The Rage FieldbookWorking with AI, keeping the understanding.Source on GitHub ↗
Living edition · 0.220 min read

Sources and accounts

This catalog contains selected public sources used by the fieldbook. It is not a repository inventory. Pinned README access establishes that the cited file was publicly readable; it does not establish runtime behavior or independent reproduction of its results.

Source records distinguish support, limits, authorship, rights, and the actual source check. New chapter recommendations are editorial synthesis. Essays retain their historical author-reported state. Owner accounts are labeled separately; publishing an account does not make it independent evidence.

Option Flow

Source: Option Flow

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A bounded method for improving useful feedback while retaining delivery and acceptance costs.

Limits: Synthetic forward tests do not establish production effectiveness or a controlled advantage over an agent without the skill.

Rights: MIT

Revision: fa1a64ccb9ce42faf1d4702e01e64c89bd76978d.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 6d25528f7cdfc77ed66cd4e3674e1c9f3b22f7f28cdac4c55da9bc9e164c4c02.

System Observatory

Source: System Observatory

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A skill and report format connecting intent, architecture, observations, and proposed designs.

Limits: Teaching fixtures have narrower conditions than a production service; a source map alone does not establish runtime behavior.

Rights: MIT

Revision: 1e46479a8730b78656c0c1874fa676c3eac4d53c.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 30500916a4dcf56636143fcabf42772ec696f37bb4457249c0cb04a1a840a9ee.

Spatial Tools

Source: Spatial Tools

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A scene contract, geometry runtime, and skill for explicit two-dimensional checks.

Limits: Supplied coordinates and scene quality bound the result; these checks do not certify a physical system or operate a controller.

Rights: Apache-2.0

Revision: 2b1733d23b2c55fd1659a331e70ffd0234bab335.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 2ae738838f30d109e94345130556c5becaf03231214238fda4c125cd400515eb.

Agent Body Protocol

Source: Agent Body Protocol

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A documented vocabulary and implementation mapping agent events into body behavior.

Limits: The cited evidence concerns the protocol and simulation; it does not establish a completed physical lamp.

Rights: MIT

Revision: f30bf69f3af2ec2d24c3728dda308eadfdf1e597.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 0a227887d652ba837e86dd13370838d40a52313a6387e5e06e0b9a36ad5a1452.

Recompose

Source: Recompose

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A public concept site and fictional interactive demo exploring bounded information surfaces and refusal states.

Limits: A fictional demo and prototype contracts do not establish a deployed private runtime or real provider reliability.

Rights: Unspecified; no repository LICENSE detected

Revision: 8383dd4d241a25265d172e9410b2359be5df41a9.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: ffa02f09d20f2f8aadf53a8907cc798c0b70180e56f3db97df00e16cc6135857.

Rage JEPA

Source: Rage JEPA

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: Reported control and inference comparisons with classical baselines, public artifacts, and retained failed forecast gates.

Limits: Reported project evidence was inspected but not rerun for this book. Classical feedback selects successful control actions; the learned predictor failed its forecast gates.

Rights: MIT

Revision: 18cee3791b89baadbb06e15f70074f5936022900.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 91aecdd25885819ba2c724e2b32cd39f53f0ee83b57fd20c8160b5f6f085f85c.

Pendulum Arena

Source: Pendulum Arena

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A public registry with campaign identities, complete cohorts, provenance, and explicit author-attestation boundaries.

Limits: Record validation is distinct from controller execution. Entries remain author-attested unless independent review or reproduction is actually documented.

Rights: MIT for website code; third-party material excluded

Revision: 4c0115c64b0a603ed483af8e10d20d34885ffcda.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 08c3b107490aafbee5ed17fc078ba64393dced5908ee86a75c833b0e00e9df0e.

Lightning Compute

Source: Lightning Compute

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: Public documentation of model-serving and routing infrastructure.

Limits: No deployment was inspected or benchmark rerun. Do not infer current availability, a recommended hardware purchase, or universal task benefit.

Rights: MIT

Revision: 092aab9733d9246f0fd5abdae8c779213193ff37.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: a8cde0caafddad34c93115e809dc9c476489fb962ebcc4cc2fd115756e3741cf.

DeepAgents Local

Source: DeepAgents Local

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A public example connecting an agent CLI to local inference.

Limits: Environment-specific setup is historical documentation, not a verified current installation guide or a quality comparison.

Rights: No repository-wide license confirmed; linked only.

Revision: 100adb591504f8355670be2efbceff10d703f378.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: ed1233206f152a872f243578c3e483952d5dbb55c8022c8c4c60cfbcfd0f9bb5.

LLM Benchmark

Source: LLM Benchmark

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A tool documenting serving measurements such as latency and throughput.

Limits: Serving metrics do not evaluate answer quality. Historical measurements are not current hardware or model recommendations.

Rights: Unspecified; no repository LICENSE detected

Revision: f149f67eff6d4fee5996c6632f882b9c089be23f.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 960e2b40feaca5cb2de63453ab450a44526324ef39e7ad303f624aae81d882f1.

Printables

Source: Printables

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A documented workflow around a print specification, geometry checks, and inspectable fabrication artifacts.

Limits: A geometry check or render does not establish physical fit, strength, or operational approval.

Rights: MIT

Revision: 72549036c5f2f08fa2487d36c1dabd9ab2349215.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 852d0a1309bff1456ef0e601ef364716aa466547b43b230cd0755f55220c3d8d.

Bambu P1S MCP

Source: Bambu P1S MCP

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: A tool interface with explicit print-operation arguments and checks for certain busy states.

Limits: The caller-supplied confirmation flag is not authenticated human approval or a hardware interlock. No machine operation was performed for the book.

Rights: MIT

Revision: 3c0469bc62f90c57dec9bfa4b387182a22feece9.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: e2eddc5925fcad0beb8ae15e5e06d1f16cdc43f38532d328b157b2819864772d.

NLP course project

Source: NLP course project

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: Historical collaborative coursework documenting class imbalance and labeling choices.

Limits: Coursework and contributors need credit. Code licensing does not establish redistribution rights for source tweets or a validated deployed detector.

Rights: MIT for repository code; raw source data rights separate

Revision: a2db2db255e9f7a1cfee1e7ab374c485c98d51bc.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: c8d786257f6a66d3f3fe05422f95ff20ba40f6cd72411e5fa5a9f5175a77a55b.

VHDLGenAI

Source: VHDLGenAI

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: Historical generation challenges and informal first/second-pass model experiments.

Limits: Versioning, retrieval conditions, and incomplete validation prevent current or controlled model rankings.

Rights: Apache-2.0

Revision: d460630270fcf91e90134307e2e9880c4274bcb7.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 874325ebae589cfe3e914b0ebe6d549c1a9a4735544f0c645abdbae444e01bfa.

AI Project Starter Kit

Source: AI Project Starter Kit

Authors: Marc and credited project/upstream contributors

Kind: repository

Used for: Prompts making project goals, scope, assumptions, and implementation context explicit.

Limits: Templates request useful documents; they do not establish that generated architecture is correct or that delivery improved.

Rights: MIT

Revision: 1b82521dad8ad1cfcfcffe85e3e64c94bd1d9eab.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 9391ca39d54db8ba8771d9aec8a76542021ef9a0ac90341a6ad11652288d2e4c.

SharkNet

Source: SharkNet

Authors: Shared organization/community contributors

Kind: repository

Used for: A shared project documenting domain examples, training, inference, and experiment tracking.

Limits: Documentation was inspected, not trained or run. Dataset rights, task quality, and current operational behavior were not established.

Rights: MIT

Revision: 412b86899088b9ff5d5c47db45ce283779c86021.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 1dbc4d3c63fed1c0f0b45a52b84196a388c2628e2aede82957eaa154ff43ddf8.

Ergo Price MCP

Source: Ergo Price MCP

Authors: Shared organization/community contributors

Kind: repository

Used for: A shared project documenting bounded tools for public market data, caching, and error handling.

Limits: No uptime, data accuracy, or suitability for financial decisions was verified. Mentioned here as a tool-interface example.

Rights: MIT

Revision: c0e7f0575d1cc2316ea61ea03477f7ceff6ff0e8.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 12e448be9ae2e33845633c0918d68c166e09e9e16927f7dda0a2e6ad4f7694f2.

BLUE

Source: BLUE

Authors: Shared organization/community contributors

Kind: repository

Used for: A shared project documenting structured-data analysis workflows with model interpretation.

Limits: The README does not establish generated-analysis accuracy or present-day production behavior.

Rights: MIT

Revision: eef5006212cc809b51c036d7fbca4d662c9eab03.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: c9903520e87d73c70a2344ffddc34e3fc2034544eb55c64f38f5ea1887f0a450.

Nurse Shark Bot

Source: Nurse Shark Bot

Authors: Shared organization/community contributors

Kind: repository

Used for: A shared project documenting event monitoring, notifications, routing, and operational recovery.

Limits: No tests were run for this book. Duplicate-event and failure exercises are proposed examples, not verified implementation claims.

Rights: Apache-2.0

Revision: 4e62ff0a51ec81b65311dda2e4eec259a5574032.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 1f0d326d63418311b401bfdea525b622eae2fc60c1f9eb953ec7b1d6929e8027.

The ASI Stack

Source: The ASI Stack

Authors: Corben Sorenson and credited contributors

Kind: repository

Used for: Inspiration for maintaining an evolving book with sources, evidence boundaries, and open questions.

Limits: Format inspiration only. No manuscript, implementation, figures, or structural manifest copied; no author endorsement implied.

Rights: Linked only; rights vary by file and exact release. Consult the upstream rights ledger. This book reproduces no manuscript, code, or figures.

Revision: 5ae6da1ef0b653d1248f83ca633e7658ac13dc4e.

Source check: Anonymous HTTPS GET of the exact pinned README; no Authorization header. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: b6a8a02f91a6fc4078863819236ad9d40335b24fd33162c4d346b0b2cc35b12f.

Official skills

Source: Official skills

Authors: OpenAI

Kind: documentation

Used for: Skill directory structure and progressive loading of name, description, and instructions.

Limits: Product behavior and supported hosts can change. This book avoids model availability and pricing claims.

Rights: Linked official documentation; no text or examples reproduced.

Source check: Official page opened and relevant skill sections read. Recorded 2026-10-19T00:45:54Z.

Official subagents

Source: Official subagents

Authors: OpenAI

Kind: documentation

Used for: Parallel subagent work, parent synthesis, and additional model/tool cost.

Limits: Runtime availability and controls vary. Prompt instructions alone do not enforce access isolation.

Rights: Linked official documentation; no text or examples reproduced.

Source check: Official page opened and relevant orchestration sections read. Recorded 2026-10-19T00:45:54Z.

Seventeen pendulums, one cart

Source: Seventeen pendulums, one cart

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: e4c11f9bb756051376f40dddf75f73dda8377c27309789614994bb12533a0b4f.

A small model and ten pendulums

Source: A small model and ten pendulums

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 4f50822fe1aee271fdb08a7e32e6ea6f3606f70f00c3bfedd11808f78a716fa5.

Keep Rage Mill moving

Source: Keep Rage Mill moving

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 7132662ac78dec3901206c30571ce8a3a83474815947b3f92bbc55a21dcd96ca.

What a week of building with agents actually looks like

Source: What a week of building with agents actually looks like

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: f74abf6de764162f061ce40d7adcb1195f3a3030b12fc223cb3e3a40f0c73578.

Seeing what a codebase actually does

Source: Seeing what a codebase actually does

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 28e47f6312bf68c84d50c2328f15e76f0d1d3fb1f1e66359847689c5b7884f12.

Rebuilding a lamp around the hardware on the bench

Source: Rebuilding a lamp around the hardware on the bench

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 1e4eb4a0bd52acfa04dbdf671dc4311825ba00cdbc83f6d92145befd3b59c150.

I taught an AI agent to be Player Two

Source: I taught an AI agent to be Player Two

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: d8eea13ceabc125e976e22ab7b562b31fa6ab689e0f93d4e86843c6ba5533181.

Included text: essays/player-two.md. Its file digest is recorded in public-sources.json.

A small display. A clear contract.

Source: A small display. A clear contract.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: b7369860e3fd31da5ba0e574c7d14f8049dc1b509df37155b5bc43173b351237.

When the source goes quiet, the interface should say so.

Source: When the source goes quiet, the interface should say so.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book. The book includes a static capture of an interactive example; the original page hosts the interactive controls.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 3a160eae065f52fa63f52aadb5941856cd4c502baae2862ce0c04d2a5af1fe17.

Included text: essays/when-the-source-goes-quiet.md. Its file digest is recorded in public-sources.json.

Meaning above. Motor loop below.

Source: Meaning above. Motor loop below.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 79fdb3255b64ece1b3949e14fd850f6cd3d96d6bd699706f4bc99287675fdae8.

Outsource the thinking. Keep the understanding.

Source: Outsource the thinking. Keep the understanding.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 218549682020c8a2e70a0356dbd6a3e8a8d18bf1dc419f674ae8f9ec4c9bd41e.

Included text: essays/keep-the-understanding.md. Its file digest is recorded in public-sources.json.

A surface that refuses.

Source: A surface that refuses.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: cfd453d6301f7a007bf958c3fca4a073a250d56bc840bf48b0de57a5ac0c8225.

Software talks to a body.

Source: Software talks to a body.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 334a75aa752375f8af2c66ec7eebfbb8f47425408f8585d86a9f9a6ff9d4e2fe.

Quiet multi-cam beats more cameras.

Source: Quiet multi-cam beats more cameras.

Authors: Marc / @NeuralYogi

Kind: essay

Used for: Already-published first-person essay connected to the fieldbook reading guide.

Limits: Historical author-reported work and interpretations; no project results independently reproduced for this book.

Rights: Marc-authored public essay; linked, or reproduced as selected by the owner for this book.

Source check: Anonymous incognito browser fetch with credentials omitted; HTTP 200; published article body inspected. Recorded 2026-10-19T00:45:54Z.

Source body SHA-256: 0867ec450b9fbf6eee2e911757d16847178f61d5674dd88f412185faacd821d4.

Official skill selection guidance

Source: Official skill selection guidance

Authors: OpenAI

Kind: documentation

Used for: Distinguishes stable reusable procedures, one-time tasks, live tools, and always-applicable instructions.

Limits: Product-specific API and packaging details are outside this book’s guidance; chapter decision criteria are editorial recommendations.

Rights: Linked official documentation; no code or examples reproduced.

Source check: Official page opened and the skill-choice and skills/tools/instructions sections read. Recorded 2026-10-19T00:59:55Z.

Official working practices

Source: Official working practices

Authors: OpenAI

Kind: documentation

Used for: Starting from relevant context, improving recurring work, and deriving focused skills from representative tasks.

Limits: Guidance is not a controlled productivity result or evidence for the owner’s gear account.

Rights: Linked official documentation; no examples reproduced.

Source check: Official page opened and context and repeatable-workflow guidance read. Recorded 2026-10-19T00:59:55Z.

Official context and customization guidance

Source: Official context and customization guidance

Authors: OpenAI

Kind: documentation

Used for: Distinguishes project guidance, memories, skills, tool access, and subagents in Codex.

Limits: Different products and sessions expose different mechanisms. This source does not identify what context the gear task loaded.

Rights: Linked official documentation; no examples reproduced.

Source check: Official page opened and the customization-layer and guidance sections read. Recorded 2026-10-19T00:59:55Z.

Two months behind a first attempt

Source: Two months behind a first attempt

Authors: Marc / @NeuralYogi; editorial explanation prepared with AI assistance

Kind: owner-account

Used for: Marc reported that, after about two months of building with agents, a first Rage gear attempt worked for him and attributed it to context about him and his preferences.

Limits: Owner-reported experience. No original prompt, loaded-context trace, artwork, production workflow, controlled comparison, or independent reproduction was inspected.

Rights: Owner-supplied account published at the scope provided for the book; no private source material reproduced.

Source check: Account supplied by the owner for the book’s editorial direction. The linked note is its public record; no independent experiment or anonymous-source claim is made. Recorded 2026-10-19T00:59:55Z.

Lost in the Middle: How Language Models Use Long Contexts

Source: Lost in the Middle: How Language Models Use Long Contexts

Authors: Nelson F. Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Kind: paper

Used for: Historical context-position comparisons in question answering and key-value retrieval; background for a distinct Fieldbook proposal.

Limits: Primary source inspected, not rerun. It does not test current products or establish the cause of the owner-reported gear result.

Rights: Published paper: CC BY 4.0. Linked with original commentary; no figures or paper text reproduced.

Source check: Opened the publisher record and read relevant methods/results in the published PDF (TACL 12, 2024, pp. 157–173; DOI 10.1162/tacl_a_00638). Anonymous HTTPS GET of https://aclanthology.org/2024.tacl-1.9.pdf returned HTTP 200; no Authorization header or cookies. Digest identifies the PDF bytes. Recorded 2026-10-19T15:03:46Z.

Source body SHA-256: f37f6fabe0fe0d8c73b67579cd115dbf14e282cfb7b7af655ae8109638402c9b.

Sixteen-link acceptance protocol

Source: Sixteen-link acceptance protocol

Authors: Marc and credited upstream task author Corben Sorenson

Kind: repository

Used for: Published task conditions: sixteen links, strict wrapped absolute angles below 0.15 radians for 250 consecutive post-command samples at 50 Hz, a 3 metre rail limit, full 30-second completion and the remaining validity requirements.

Limits: Protocol source inspected. It specifies an acceptance contract; it does not establish that a controller or an AI-assisted workflow meets it. Fictional walkthrough cases assume other episode requirements are satisfied.

Rights: Linked public protocol with original editorial explanation; no source code or figures reproduced.

Revision: 7c0cb0fb54b6e43ca4ae820a69856fdb5d8f5223.

Source check: Anonymous HTTPS GET of the exact raw GitHub revision returned HTTP 200. Request sent no Authorization header; requirements and acceptance sections read. No controller or physics run. Recorded 2026-10-22T12:56:13.395Z.

Source body SHA-256: 312ed4455e41ee51bf1c35ed8b14a8301042667d7cce1f8a73e317bc7aaf0280.

Sixteen-link author-reported result

Source: Sixteen-link author-reported result

Authors: Marc and credited project/upstream contributors

Kind: release

Used for: Public author-reported simulation result and its evidence boundary, including the 7.34-second upright hold and same-owner checks.

Limits: Release description inspected, not independently reproduced for this book. A selected replay is not the cohort denominator, a hardware result or evidence of AI productivity.

Rights: Linked release description with original commentary. No release assets, third-party music or figures reproduced in the book.

Source check: Opened the anonymously readable GitHub release and read its result, same-owner attestation and runtime/transfer limits. New execution was not performed. Recorded 2026-10-22T12:56:13.395Z.

Marc, NeuralYogi, and Rage Industries

Source: Marc, NeuralYogi, and Rage Industries

Authors: Marc / @NeuralYogi; Rage Industries

Kind: author-page

Used for: Public identification of Marc / @NeuralYogi with independent engineering at Rage Industries across AI systems, software, and physical interfaces.

Limits: Self-published author and work framing. It establishes no formal credential, employment history, independent performance measurement, or completion of a physical product.

Rights: Linked author-owned public page with original editorial introduction; no page text or artwork reproduced.

Source check: Anonymous HTTPS GET returned HTTP 200; no Authorization header or cookies. Public identity, main copy, project-stage labels, and links read from the HTML. Digest identifies the complete response body, not an archived page or runtime result. Recorded 2026-10-23T01:20:00Z.

Source body SHA-256: 60fa120f529a49e140c62670899abeb22e4722be80eb5b9396115e4f0eea8147.

Rage Industries public project guide

Source: Rage Industries public project guide

Authors: Marc / @NeuralYogi; Rage Industries

Kind: author-page

Used for: The subjects and stated stages of public work: control simulations, Recompose as a concept, Agent Body Protocol as a simulator, and a display in development.

Limits: Public project descriptions inspected, not runtime-tested. Listed results remain author-reported; a concept or simulator is not evidence of a finished physical product.

Rights: Linked author-owned public page with original editorial introduction; no page text or artwork reproduced.

Source check: Anonymous HTTPS GET returned HTTP 200; no Authorization header or cookies. Public identity, main copy, project-stage labels, and links read from the HTML. Digest identifies the complete response body, not an archived page or runtime result. Recorded 2026-10-23T01:20:48Z.

Source body SHA-256: dfe562cc6c14ff12876271dfbcdabe3602c1c66a170349ee0ad7b80df1157a44.