§ I · The Foundry

The Foundry

Where refined knowledge becomes productized output. The Agent Redwood framework forces every recipe through twelve diagnostic questions before it ships.

3 ready to ship 14 in draft
MCP
karpathy-stance-resolver
Returns Karpathy's current position on any topic + historical evolution
v3
ready
12 of 12
ship
→
API
contradiction-explainer
Given any pair of conflicting claims, produces a structured explanation
v2
production
12 of 12
42 calls/24h
→
UI
memetic-resonance-scorer
Drift-detected · -3.2% accuracy on cold-start prompts over 24h
v4
drifting
12 of 12
18 calls/24h
→
SDK
gps-accessory-matcher
Given a Topcon model + region, returns compatible accessories
v1
draft
8 of 12
—
→
CLI
wdc-export-profile
Export a community Profile + central entities + citation chain
v2
production
12 of 12
8 calls/24h
→
§ II · Recipe Builder · Agent Redwood
karpathy-stance-resolver
target · MCP tool · v3 draft · last edited 14m ago by knowledge-eng
12 of 12 components addressed · diagnostic five complete
${ /* twelve done */ Array.from({length:12}, (_,i)=>'
').join('') }
§ 01
Personality
Addressed
"How should the feature speak? Tone? Voice? Register?"
technical terse historical
§ 02
Planning
Addressed
"How does the feature decompose a query into work?"
→ view in Workflow Studio
§ 03
Mission★ diagnostic
Addressed
"In one sentence: what does this feature do and what does success look like?"
§ 04
Constraints★ diagnostic
Addressed
"What must the feature NOT do? Explicit boundaries are the most diagnostic axis."
never average across contradictions never strip provenance never invent claims · only synthesize never present superseded as current max 500 words per response + add
§ 05
Memory
Addressed
"How does the feature retain context across invocations?"
§ 06
Evaluation★ diagnostic
Addressed
"How does the feature assess its own output?"
§ 07
Tools★ diagnostic
Addressed
"Which tools does this feature's agents have access to? Least-privilege."
retrieval.fanout graphiti.temporal_filter hipporag.ppr gemini.embed_content + add
§ 08
Awareness
Addressed
"What does the feature know about its environment?"
§ 09
Reward Model★ diagnostic
Addressed
"What gets rewarded? What gets penalized?"
§ 10
Metadata
Addressed
"Structured information about the feature itself."
§ 11
Strategy
Addressed
"How does the feature approach the mission?"
§ 12
Integrations
Addressed
"How does the feature connect with the world?"
MCP tool descriptor · what gets registered
derived from recipe · auto-updates as components change
preview 
name: "karpathy-stance-resolver"
description: "Return Karpathy's current stance on a topic + historical evolution + active controversies"
input_schema:
  type: "object"
  properties:
    topic: { type: "string", description: "the topic to resolve" }
    cursor: { type: "string", format: "date", default: "now" }
output_schema:
  type: "object"
  properties:
    current_stance: "string"
    truth_value: { strength: "float", confidence: "float" }
    historical_arc: "array<Claim>"
    active_controversies: "array<Controversy>"
    citations: "array<Citation>"
# constraints, tools, evaluation derived from Agent Redwood components above
12 of 12 components addressed · diagnostic five complete cost estimate · $0.04 per call · latency p50 ≈ 1.4s