01
The work pushes back.
The agent surfaces a real tension before it becomes a quiet choice in code.
Context isn't intent.
AI writes code. Humans write software.
Git for code. Igni for intent.
Keep human judgment in the work without putting humans in the way.
The execution layer is here. The intent layer is missing.
Agents turn direction into code at machine speed.
But every implementation exposes choices: constraints, tradeoffs, patterns, exceptions. Today those choices get buried in runs, memory files, and diffs.
More context helps the agent. More review checks the output. Neither gives the team a way to shape the call while work keeps moving.
Igni does: work pushes back, humans and agents shape what should hold, and the answer becomes graph-connected intent.
Not better context. Infrastructure for intent.
The loop in motion
The moment a tradeoff becomes intent.
Agentic development does not need more places to watch work happen. The agent keeps building; the open choice stays attached to the work until the team shapes the call.
02
Humans and agents shape the call.
The call is shaped on the same live surface — not handed back as a diff.
03
The work continues from the call.
The call becomes graph-connected intent. Current work keeps moving; related work can follow the same call.
AI writes code. Humans write software.
Read the full argument →What makes it work
One layer. Three jobs.
The intent layer has to connect judgment to code, let reality push back, and let humans shape the call without stopping the work.
Intent Graph
Where calls gain force.
Decisions, requirements, patterns, and discoveries connect to the code they govern.
Without it: intent is scattered context.
Intent Loop
Where reality pushes back.
Agents build from current intent. Igni surfaces the tensions that matter.
Without it: intent falls behind reality.
Intent Stage
Where the call gets shaped.
Humans and agents shape the open call while the work keeps moving.
Without it: humans find out too late.
Day zero is not a blank graph.
Point Igni at your codebase. The graph builds from real product and code structure. You choose what should guide the work.
Day zero is curation, not data entry.
Charter access
For teams running agents on code that matters.
If this is becoming real inside your engineering team, we'd like to hear from you.
Read Ben's essay →