Kelechi
CV
Selected work

Kelechi Okeke · sheet 022024–Now

Sophia Editor

The AI editor behind the world's largest blockchain encyclopedia.

Frontend Engineer, IQ.Wiki/Next.js 15 · PlateJS · AI SDK v5 · GraphQL

Sophia Editor interface
fig. 1the editor: the details rail, the document, and Sophia holding the tools on the right

Two tool-calling agents draft and edit encyclopedia articles inside a PlateJS editor, under human review. AI hallucinates prose, structure and citations alike, so the hard part was never generation. It was building an editing surface where every agent action can be trusted, verified and reversed, at hundreds of wikis a week.

Architecture, and why

  • Two agents, twelve specialized tools

    Generating a wiki and editing one are different jobs, so each agent gets its own focused toolset on a shared tracing base.

  • Markdown-first, section-based editing

    Articles chunk into heading-delimited sections, so editor and agent both work on a bounded slice and the model's context stays small.

  • Diffs the AI can't hallucinate

    A JSON diff computes what changed and the model only phrases it. It never gets to decide.

  • Progress streamed over SSE

    Tool calls, outputs and publishes stream to the client, so a five-minute agent run feels alive instead of frozen.

  • Every run fully traced

    Each generation, tool call and LLM span is traced behind a swappable interface, so misbehaviour is replayable.

Sophia Editor: trending topics: crypto and blockchain stories read off the wire as they break, each scored and turned into a new wiki or an update
fig. 2trending topics: crypto and blockchain stories read off the wire as they break, each scored and turned into a new wiki or an update
Sophia Editor: sophia requests: page requests submitted on iq.wiki, stored, then read back and rewritten into a brief an editor can act on, split into creates and edits
fig. 3sophia requests: page requests submitted on iq.wiki, stored, then read back and rewritten into a brief an editor can act on, split into creates and edits

Engineering highlights

  • Publishing that ends on-chain

    A publish pins to IPFS, signs an EIP-712 message and commits on-chain, with the human operator attributed.

  • A citation pipeline, not citation hopes

    Inline citations are extracted, deduped and normalized into stable numbered references, punctuation included.

  • Version history rebuilt from chat

    Every AI edit carries a snapshot, so a drawer rebuilds V1 to Vn with restore. Undo for agent actions.

  • An editor that fails safe

    Malformed pasted content, Word tables to invisible Unicode, hits a recovery boundary instead of a white screen.

  • Editorial ops, not just editing

    Queued bulk operations run across many wikis, while automated surfaces flag outdated articles and missing cross-links.

  • An autonomous trend scout

    A third agent reads RSS feeds and decides which trending topics deserve a wiki. Humans approve the output.

Sophia Editor: recent activity: every wiki created or edited across the encyclopedia, agent or human, with the page and its summary one click away
fig. 4recent activity: every wiki created or edited across the encyclopedia, agent or human, with the page and its summary one click away
Sophia Editor: cross-links: wikis mentioned in the prose but never linked, grouped by page and applied in one go
fig. 5cross-links: wikis mentioned in the prose but never linked, grouped by page and applied in one go

Impact

300%+
increase in weekly wiki output
68k
lines of TypeScript across the platform
12
specialized agent tools behind the editor

next sheet

BrainDAO

The DAO behind $IQ, drawn as a live instrument panel.