Skip to content

Add operational observability problem document - #38

Merged
ralphbean merged 3 commits into
mainfrom
agent-operational-observability-problem-doc
Apr 7, 2026
Merged

Add operational observability problem document#38
ralphbean merged 3 commits into
mainfrom
agent-operational-observability-problem-doc

Conversation

@ralphbean

Copy link
Copy Markdown
Member

Explore the operational challenges of running a fully autonomous software factory: debuggability, system health monitoring, cost tracking, continuous improvement, and the community operating model. Distinct from individual agent tracing (narrower scope) — this document focuses on what the humans and teams operating the factory need to understand, the questions they need to answer, and the tooling approaches that make the system debuggable and improvable at organizational scale.

Inspired by the agent-agent-observability-langfuse branch, which surfaced the need for a broader treatment of operational debuggability beyond agent execution tracing and specific tool choices.

Assisted-by: OpenCode claude-opus-4-6@default

@ralphbean
ralphbean marked this pull request as ready for review March 20, 2026 18:53
@ralphbean
ralphbean requested a review from a team as a code owner March 20, 2026 18:53
@qodo-code-review

Copy link
Copy Markdown

Review Summary by Qodo

Add operational observability problem document for autonomous factory

📝 Documentation

Grey Divider

Walkthroughs

Description
• Introduces comprehensive operational observability problem document
• Addresses challenges of running autonomous software factory at scale
• Covers debuggability, system health monitoring, cost tracking, and continuous improvement
• Explores community operating model and tooling approaches
Diagram
flowchart LR
  A["Operational Challenges"] --> B["System Health Monitoring"]
  A --> C["Debuggability & Debugging"]
  A --> D["Cost Tracking"]
  A --> E["Continuous Improvement"]
  B --> F["Observability Tooling"]
  C --> F
  D --> F
  E --> F
  F --> G["Community Operation Model"]
Loading

Grey Divider

File Changes

1. README.md 📝 Documentation +1/-0

Add operational observability documentation link

• Added reference to new operational observability problem document
• Links to docs/problems/operational-observability.md in problem areas list
• Includes one-line description of the document's focus

README.md


2. docs/problems/operational-observability.md 📝 Documentation +195/-0

Comprehensive operational observability problem exploration

• New 195-line document exploring operational challenges of autonomous software factory
• Covers five core operational questions: system health, incident debugging, trend analysis,
 improvement prioritization, and cost tracking
• Details debuggability requirements: structured traces, human feedback capture, replay
 capabilities, and anomaly detection
• Discusses community operating model with part-time operators, distributed ownership, and
 transparency as trust principle
• Evaluates tooling approaches: LLM-specific platforms (Langfuse, Phoenix), existing infrastructure
 (Prometheus/Grafana), hybrid approaches, and structured logging
• Maps relationships to other problem areas and lists open questions for implementation

docs/problems/operational-observability.md


Grey Divider

Qodo Logo

@qodo-code-review

qodo-code-review Bot commented Mar 20, 2026

Copy link
Copy Markdown

Code Review by Qodo

🐞 Bugs (0) 📘 Rule violations (0) 📎 Requirement gaps (0) 📐 Spec deviations (0)

Grey Divider

Great, no issues found!

Qodo reviewed your code and found no material issues that require review

Grey Divider

ⓘ The new review experience is currently in Beta. Learn more

Grey Divider

Qodo Logo

Comment thread docs/problems/operational-observability.md Outdated
Comment thread docs/problems/operational-observability.md Outdated
OpenCode Agent and others added 3 commits March 24, 2026 14:53
Explore the operational challenges of running a fully autonomous software
factory: debuggability, system health monitoring, cost tracking, continuous
improvement, and the community operating model. Distinct from individual
agent tracing (narrower scope) — this document focuses on what the humans
and teams operating the factory need to understand, the questions they
need to answer, and the tooling approaches that make the system
debuggable and improvable at organizational scale.

Inspired by the agent-agent-observability-langfuse branch, which surfaced
the need for a broader treatment of operational debuggability beyond
agent execution tracing and specific tool choices.

Assisted-by: OpenCode claude-opus-4-6@default
Incorporate review feedback from @rh-hemartin: PR diffs, codebase
state, and issue descriptions are already stored in GitHub and git.
Traces should reference these by pointer (SHA, URL) and focus on
capturing the novel data — LLM interactions — that existing systems
don't store.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…back

- Remove konflux-ci-specific references per the org-agnostic repositioning
  (PR #42, now merged)
- Incorporate Marta's review insight: non-determinism is a frontier that
  can be pushed back as recurring agent judgments get codified into
  deterministic tools (linters, scanners, policies)
- Add cross-reference to self-improvement-flywheel.md where this dynamic
  is explored in depth

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
ralphbean added a commit that referenced this pull request Mar 24, 2026
…ction

- Remove Konflux-specific references per the org-agnostic repositioning
  (PR #42, now merged)
- Add "Deterministic tool extraction" subsection incorporating Marta's
  review insight from PR #38: agents discover which checks should exist,
  those get codified into linters/scanners/policies, and the
  non-deterministic scope shrinks over time — reducing AI coupling
- Add cross-references between flywheel and operational observability docs
- Add deterministic tool proposals to the self-proposal list

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@ralphbean
ralphbean force-pushed the agent-operational-observability-problem-doc branch from 86bb97b to 70a2a25 Compare March 24, 2026 18:56
@ralphbean
ralphbean added this pull request to the merge queue Apr 7, 2026
Merged via the queue into main with commit 04f4326 Apr 7, 2026
1 check passed
@ben-alkov
ben-alkov deleted the agent-operational-observability-problem-doc branch April 23, 2026 16:56
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

3 participants