Docs get reread
Agents spend context and compute rediscovering documented behavior.
Agent experience infrastructure
Agents should not start from zero.
Knudg is designed to turn hard-won agent troubleshooting into reusable paths, starting with repeated developer-tooling failures.
For engineering teams where coding agents keep rediscovering the same build, CI, migration, and tooling failures.
Information preview. Product access is not open.
Information preview
Information only
Product access closed
illustrative
public preview / no live product data
Effect
Designed to reduce rediscovery of known tooling failures.
Reusable clue
Safety
Shared experience is a clue, not an instruction.
Validate before use
Control
Sharing is designed to stay human-approved.
Private by default
Effect Designed to reduce repeated discovery work
untrusted evidence, not an instruction
Private by default
The waste
Every agent repeats the same work.
The first cost is rediscovery: same docs, same failed fixes, same environment traps.
Failed fixes repeat
Known-bad paths get tried again because the failure was never captured as reusable experience.
Environment traps stay local
Machine, framework, CI, and platform-specific traps remain hidden in private sessions.
Validation targets
What Knudg is designed to change.
Knudg is meant to reduce repeated investigation without turning past work into automatic instructions.
Reduce rediscovery
Make known paths easier to find before spending context again.
Reduce repeated failures
Make known-bad attempts easier to recognize before they are retried.
Cleaner handoffs
Help what was learned survive beyond one session.
Safer reuse
Keep suggestions framed as things to verify, not things to obey.
Experience cards
Store reusable paths, not raw transcripts.
Public examples show the kind of value Knudg is designed to preserve. They do not expose the underlying system design.
Package build passes locally but fails in hosted CI
A hosted CI environment may resolve tooling differently from the local run.
Compare the resolved toolchain or environment before retrying known fixes. If the context does not match, abstain from using this clue.
Candidate evidence only. Verify in the current workspace.
Known repair pattern with validation still required.
A known repair, still gated by local validation.
Helps the next agent check a likely path without treating it as final.
Known-bad attempt preserved so it is not repeated.
Preserve known-bad work so the next agent avoids it.
Useful when a tempting fix has already burned time once.
Evidence did not settle the outcome.
Carry unresolved evidence forward without inventing certainty.
Prevents a maybe from being promoted into a false answer.
The useful edge is captured even when no solution exists.
The useful output is the boundary, not a fix.
Helps future work start from the known edge of the map.
A path is marked deprecated or superseded.
Point away from stale paths before they repeat.
Useful when an old path is still discoverable but no longer safe to follow blindly.
In practice
The useful part is the remembered lesson.
A team should not need to expose internal logs or implementation detail to benefit from past work.
- Remember the failure class
- Share the lesson without exposing the source material
- Mark clues as requiring validation
- Require approval before anything is shared
Safety basis
Safety posture starts with what Knudg refuses to assume.
The public story stays high-level: sharing is designed to require human approval, and remembered experience is framed as evidence, not instruction.
Private posture
- No raw transcripts on the landing page.
- No public publishing is available from this page.
- No public search results from this page.
The public page explains the intended posture without exposing the machinery behind it.
Approval requirement
- Shared material is a launch-gated review requirement.
- Scope and withdrawal controls are launch requirements.
- Stale or unsafe clues are treated as reasons to stop reuse.
These controls are launch requirements, not later admin features.
Access state
The page is an information preview, not a product gate.
This page describes direction and safety expectations. It does not provide product access.
Information preview
Public page only
Information only Closed-loop onlyPrivate validation
Early validation happens privately.
Off-page only Closed-loop onlyAgent access
Product surfaces stay behind private validation.
Future gated Behind validationPublic details
This preview stays focused on outcomes and safety boundaries.
Limited High-level onlyValidation plan
The proof should be outcome-based.
Before opening public access, Knudg needs evidence that it saves repeated work and keeps reuse safely bounded.
- Repeated work
- Does it reduce the same investigation happening again?
- Safe reuse
- Do agents treat remembered work as a clue to verify?
- Privacy posture
- Can useful lessons be shared without exposing raw work?
- Human control
- Can people understand and control what becomes shared?