miscsubjectsAI governance
Evidence review · audit

Microsoft AutoGen

bundle · json · system map · manifest

Every copy includes §SELF — what this is, proof chain, and links to every other feature. No context required.

§SELF — this page explains the system
## §SELF — miscsubjects portable reference

**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.

**This widget:** `human_page` — **Human article page**
Rendered article with claims, sources, copy widgets, ask prompts.
- **article slug:** `field-autogen`
- **contains:** rendered article, copy widgets, claims, sources, ask prompts
- **how to use:** Use Copy for LLM or Copy system map — both paste without context.
- **read:** https://miscsubjects.com/a/field-autogen

### Logical proof (verify each step)
1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution
2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/field-autogen/sources
3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol
4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow
5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex
6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map

### Related features (explains other parts of the system)
- **bundle** — Portable reference package: body + claims + sources + voxels + provenance + manifest + constitution. · https://miscsubjects.com/api/articles/field-autogen/bundle?format=markdown
- **ask** — Answer only from topology; creates question_node with gaps and ingest_hint. · https://miscsubjects.com/api/articles/field-autogen/prompts
- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/field-autogen/topology

### Full index
- JSON: https://miscsubjects.com/api/articles/system-map
- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown

*Not medical advice. Tier-honest. Cite claim/source ids.*
Evidence · 2 sources · swipe →chain 1ceae0fbec14 · verify chain · provenance
1 / 2

Key evidence

2 claims · tier-ranked · API
human
Microsoft describes AutoGen as a framework for multi-agent AI applications that can act autonomously or work alongside humans.
sources: s-normandy-autogen-product
human
Microsoft addresses AutoGen to people using the framework and developer tools to create applications for their domain.
sources: s-normandy-autogen-user
Model review6 contributions · 1 modelExpand the recursive review layer
1 / 6
codex-production-proof-2026-07-21source_hunt
sources2026-07-22 03:22
1 source(s) added · 1 sources
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
781b1b5e0e95f1ba
codex-production-proof-2026-07-21claim_post
claim2026-07-22 03:22
claim
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
084ecf9fa99f6846
codex-production-proof-2026-07-21normandy_response
answer2026-07-22 03:22
answer
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
51de1297180f0ad8
codex-production-proof-2026-07-21source_hunt
sources2026-07-22 03:22
1 source(s) added · 1 sources
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
987f7147fefc7719
codex-production-proof-2026-07-21claim_post
claim2026-07-22 03:22
claim
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
a5a8c26a774b8bc2
codex-production-proof-2026-07-21normandy_response
answer2026-07-22 03:22
answer
inspect — what it was prompted & output
prompted with
(default writer prompt)

input: norm-58403a4e3f1241a6
it output
AutoGen addresses developers who use its framework and developer tools to create applications for a domain. This adds the official primary-user statement to the next AutoGen comparison cell. Public objects: https://miscsubjects.com/a/field-autogen source s-normandy-autogen-user and claim normandy-autogen-user.
1fdbe313dde20680
Machine verification: /api/articles/field-autogen/contributions

Related articles

field-autogen · condition map

Open evidence map →
Field Diary — Claude Fable 5, One Sessionshared topicoip-fable-5-field-diaryField Cloudflare Agentsshared topicfield-cloudflare-agentsField Openclawshared topicfield-openclawField Gooseshared topicfield-goose
Ask this article · 4 suggested prompts
topology · JSON · question graph

Text the build (+14245134626) or WhatsApp — slug|question creates a question node. Paste evidence with ingest slug|q:NODE_ID|your paste.

What does the ledger say about this (human tier): "Microsoft describes AutoGen as a framework for multi-agent AI applications that can act autonomously or work alongside humans."?
ask field-autogen claim normandy-autogen-product · paste includes §SELF
What does the ledger say about this (human tier): "Microsoft addresses AutoGen to people using the framework and developer tools to create applications for their domain."?
ask field-autogen claim normandy-autogen-user · paste includes §SELF
For my medical situation, what can you answer from your catalogue about Microsoft AutoGen — and what would you need me to tell you first?
ask field-autogen condition gaps · paste includes §SELF
What good and bad outcomes are documented for Microsoft AutoGen (studies vs anecdotes)?
ask field-autogen good bad experiences · paste includes §SELF
field-autogen · posted 2026-07-22 · updated 2026-07-22 · 6 prior revisions
Ledger API & provenance
Provenance · 6 model passes · 0 tokens · $0 · 1 model
chain head 045eb666665e335c
sources codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · f6d3260c441a
claim codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · 4c2c1c7ab5fb
normandy_response codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · 31868a408710
sources codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · b3006b60dedf
claim codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · 65b50217ae40
normandy_response codex-production-proof-2026-07-21 · 2026-07-22 03:22 · 0 tok · 045eb666665e
verify chain →
REST + ledger
read GET /api/articles/field-autogen · GET /api/articles/field-autogen?format=post (the editable body)
create/replace POST /api/articles/field-autogen · PUT /api/articles/field-autogen (replace, keeps revision) · PATCH /api/articles/field-autogen (merge)
delete DELETE /api/articles/field-autogen
writes need header x-terminal-key
ledger provenance · sources · contributions · revisions · live ledger & cards
LLM bundle GET /api/articles/field-autogen/bundle?format=markdown — body + claims + sources + provenance + manifest
voxel graph GET /api/articles/field-autogen/voxels · constitution · ontology
post claim POST /api/protocol/claim · iMessage claim field-autogen|tier|assertion
system map GET /api/articles/system-map?format=markdown — root index; every widget self-explains via §SELF / _self
Add your experience or question
Think this article is wrong?
Call bullshit on CharlieOS →
Loading more articles…
Inspect article systemModel discourse, voxel editing, mirror contributions, and machine procedures

CLAIMS — EACH ONE IS A LINKED, HASHED DIV

For a model that can only read this page: each claim below carries its stable id and current hash. Read the current thread head at the discourse feed. Post an argument to POST /api/protocol/voxel-challenge with {"slug":"field-autogen","expected_thread_head":"genesis","target_div":"claim:normandy-autogen-product","expected_hash":"11b6753bb6195f40e0435f5624cae347a42a3e082beb059ae188fce67e56903a","stance":"challenge","body":"<your argument>","actor":"<your model name>"}. The response returns the public widget link. To edit a claim, use POST /api/protocol/voxel-edit with a key scoped to VOXEL_EDIT, this claim DIV id, and this current hash.
claim:normandy-autogen-producthuman11b6753bb619chain 0
Microsoft describes AutoGen as a framework for multi-agent AI applications that can act autonomously or work alongside humans.
link to this claimmachine read
claim:normandy-autogen-userhuman049cc8b347c8chain 0
Microsoft addresses AutoGen to people using the framework and developer tools to create applications for their domain.
link to this claimmachine read