Who this is for
- COOs & CEOs under board pressure to "do AI" with nothing shipped yet
- Ops leads picking which workflow to automate first this quarter
- Data & platform teams turning years of logs into something an agent can use
Specs we produce
AI Work Spec
Adaptive quiz → tailored AI-Work specification, with five live test runs proving it works.
- ·Pro/Business adaptive quiz (extra steps when complexity rises)
- ·PDF + Markdown deliverable, plug-and-play into Claude / GPT
- ·Acceptance suite included: pass/fail before you commit
AI Big Data Spec
From raw signals to AI-ready pipelines. Spec covers ingestion, taxonomy, validator gates, decay.
- ·Hot/Warm/Cold fact decay — never delete, supersede
- ·PARA-style knowledge graph (Projects/Areas/Resources/Archives)
- ·Nightly extraction cron + semantic search backend
AI for Life Spec
Personal AI architecture: identity, memory, schedule, safety. Designed for one user, lived in daily.
- ·SOUL + IDENTITY tuned to your voice
- ·Trust ladder calibrated to your risk tolerance
- ·Approval queue patterns for high-stakes actions
Company Digitization & AI Adoption
Audit your company → 90-day AI roadmap. Where AI saves hours this quarter, and where it shouldn't be touched.
- ·Full role-by-role audit (intake quiz + interviews)
- ·Per-team AI specs with acceptance tests
- ·90-day rollout plan, with cost ceilings per stage
The stack we build on
Modern tech, models & agents — production-ready
Frontier and open models, agent frameworks, data and infrastructure down to on-prem — what we ship products and AI agents with.
01
Models
Frontier and open-weights, matched to the job and budget
- ClaudeAnthropic
- GPTOpenAI
- GeminiGoogle
- GrokxAI
- LlamaMeta
- MistralMistral AI
- DeepSeekDeepSeek
- QwenAlibaba
02
Orchestration
Agents, tools, MCP and pipelines
- MCPModel Context Protocol
- LangGraphLangChain
- LangChainLangChain
- LlamaIndexLlamaIndex
- CrewAICrewAI
- Pydantic AIPydantic
- AI SDKVercel
- OllamaOllama
03
Data
Databases, vector search and ML
- PostgresPostgreSQL
- SupabaseSupabase
- RedisRedis
- MilvusZilliz
- ElasticsearchElastic
- DuckDBDuckDB
- PyTorchPyTorch Foundation
- Hugging FaceHugging Face
04
Infra
Cloud, containers and air-gapped setups
- DockerDocker
- KubernetesCNCF
- TerraformHashiCorp
- Linuxon-prem · air-gapped
- CUDANVIDIA
- NGINXF5
- VercelVercel
- RailwayRailway
Trademarks belong to their owners. Not partnerships — just the tools we work with.
Not sure which workflow to automate first?
Tell us the situation. We'll scope it and tell you honestly whether it's AI-ready — before anyone signs anything.
Start a conversation →