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specs: agentic openshift lightspeed evaluation#238

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May 15, 2026
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specs: agentic openshift lightspeed evaluation#238
asamal4 merged 1 commit into
lightspeed-core:mainfrom
asamal4:add-agentic-ol-spec

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@asamal4 asamal4 commented May 15, 2026

Description

Initial spec for Event driven (CR driven) Openshift lightspeed integration

Type of change

  • Refactor
  • New feature
  • Bug fix
  • CVE fix
  • Optimization
  • Documentation Update
  • Configuration Update
  • Bump-up service version
  • Bump-up dependent library
  • Bump-up library or tool used for development (does not change the final image)
  • CI configuration change
  • Unit tests improvement

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  • I have performed a self-review of my code.
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Summary by CodeRabbit

  • Documentation
    • Added a specification for an event-driven evaluation framework for Openshift Agentic Lightspeed: top-level and per-evaluation agent configuration with overrides and legacy migration, event-driven agent execution replacing the prior amendment step, explicit Openshift proposal lifecycle for build/poll/approve/cleanup, new evaluation fields for proposal tracking, a deterministic proposal-status metric for fast-fail validation, and an open decision on client vs CLI approach.

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  • specs/agentic_openshift_lightspeed_evaluation.md

Walkthrough

Adds a single comprehensive design spec describing an event-driven Openshift Agentic Lightspeed evaluation: agents config and migration, AgentDriver abstraction and registry, CRD proposal lifecycle/data contracts, custom:proposal_status metric, and CRD implementation tradeoffs.

Changes

Agentic Openshift Lightspeed Evaluation Spec

Layer / File(s) Summary
Overview and Design Decisions
specs/agentic_openshift_lightspeed_evaluation.md
Document title/revision, event-driven framing, and decision table covering config shape, CRD operations, proposal input, metrics, polling, and backward compatibility.
Agent Configuration and Backward Compatibility
specs/agentic_openshift_lightspeed_evaluation.md
Top-level agents system.yaml shape (enabled, default.agent, default.agent_config), sample drivers, config-resolution/fallback rules, legacy api: auto-migration, and per-eval eval_data agent/agent_config selection with overrides.
Agent Driver Interface and Pipeline Wiring
specs/agentic_openshift_lightspeed_evaluation.md
AgentDriver interface (execute_turn, validate_config), AGENT_DRIVERS registry mapping driver types to implementations, and pipeline change invoking AgentDriver.execute_turn() before metrics.
Data Model and Proposal Lifecycle
specs/agentic_openshift_lightspeed_evaluation.md
Openshift proposal-CR lifecycle steps and required TurnData/EvaluationData fields (description, proposal_spec, expected_proposal_status, proposal_status, agent, agent_config).
CRD Operation Approach
specs/agentic_openshift_lightspeed_evaluation.md
Comparison of K8s Python client vs kubectl/oc subprocess for CRD lifecycle (dependencies, auth, debugging, error handling) and a stated leaning toward kubectl/oc.
Evaluation Metrics and Implementation Strategy
specs/agentic_openshift_lightspeed_evaluation.md
custom:proposal_status metric with ordered fail-fast checks and expected_proposal_status structure; notes on LLM-as-judge future work and dependency/runtime requirements.

Sequence Diagram(s)

sequenceDiagram
  participant EvalPipeline
  participant AgentDriver
  participant kubectl_oc
  participant Operator
  participant MetricsEvaluator
  EvalPipeline->>AgentDriver: execute_turn(eval_data, turn_data)
  AgentDriver->>kubectl_oc: apply/create proposal CR
  kubectl_oc->>Operator: create/update CR
  Operator->>kubectl_oc: update proposal status
  kubectl_oc->>AgentDriver: fetch proposal_status
  AgentDriver->>EvalPipeline: populate turn_data.proposal_status
  EvalPipeline->>MetricsEvaluator: run custom:proposal_status checks
Loading

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@asamal4 asamal4 requested a review from rioloc May 15, 2026 11:53
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Actionable comments posted: 7

🧹 Nitpick comments (6)
specs/agentic_openshift_lightspeed_evaluation.md (6)

32-32: 💤 Low value

Add language specifiers to fenced code blocks.

Multiple code blocks lack language specifiers, which affects syntax highlighting and readability. Add appropriate language hints:

  • Lines 32-57, 65-67, 76-85, 89-104: Add yaml for configuration examples
  • Lines 110-119: Add python for Python interface
  • Lines 125-130: Add python for registry dictionary
  • Lines 135-138: Add text or plaintext for pipeline diagram
  • Lines 144-155: Add text or plaintext for lifecycle steps
  • Lines 199-224: Add yaml for expected_proposal_status structure

Example fix:

-```
+```yaml
 agents:
   enabled: true

Also applies to: 65-65, 76-76, 89-89, 110-110, 125-125, 135-135, 144-144, 199-199

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` at line 32, Several fenced
code blocks in the document lack language specifiers which harms readability;
update each fenced block at the listed ranges to include the appropriate
language hint (add ```yaml for configuration examples at ranges 32-57, 65-67,
76-85, 89-104, and 199-224; add ```python for the Python interface at 110-119
and the registry dictionary at 125-130; add ```text or ```plaintext for the
pipeline diagram at 135-138 and lifecycle steps at 144-155), ensuring every
triple-backtick fence is followed by the correct language token so syntax
highlighting and clarity are restored.

13-13: 💤 Low value

Minor: Use American English for consistency.

The phrase "in future" is British English. For consistency with typical technical documentation standards, consider "in the future."

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` at line 13, Summary:
Replace British English phrase "in future" with American English "in the future"
in the sentence mentioning LLM-as-judge. Locate the sentence "The framework
evaluates agent results using deterministic assertions (parity with operator
eval) and, in future, LLM-as-judge." and change it to "The framework evaluates
agent results using deterministic assertions (parity with operator eval) and, in
the future, LLM-as-judge." Update any other occurrences of "in future" across
the document to "in the future" to maintain consistency.

254-256: ⚡ Quick win

Add alt text and consider external image file.

  1. Missing alt text: The image lacks alt text, which is an accessibility issue. Add descriptive alt text:

    ![Architecture diagram showing agent evaluation pipeline with driver registry, CRD lifecycle, and metrics evaluation components][image1]
  2. Consider external image: The 8KB+ base64-encoded PNG is embedded directly in the markdown. This makes the file harder to review in diffs and version control. Consider:

    • Store image as specs/images/agentic_openshift_lightspeed_architecture.png
    • Reference with relative path: ![Architecture diagram](./images/agentic_openshift_lightspeed_architecture.png)
    • Easier to update, review, and maintain
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` around lines 254 - 256, The
embedded base64 image (the [image1] data URI) is missing alt text and should be
moved out of the markdown; replace the inline data URI reference ([image1]:
<data:image...>) with a descriptive alt-text reference (e.g., use the existing
[image1] label with a human-readable alt description) and point it to an
external image file you add to the repo (save the image as a PNG and reference
it with a relative path such as
./images/agentic_openshift_lightspeed_architecture.png), ensuring the
README/markdown image tag uses the alt text and the [image1] label now maps to
the new file path instead of the base64 blob.

176-184: ⚡ Quick win

Consider additional factors for CRD operation approach.

The comparison is thorough, but consider adding these factors:

  • Error message quality: K8s client returns structured exceptions; subprocess requires parsing stderr
  • Dry-run/validation: K8s client can validate resources without applying; kubectl requires --dry-run=client
  • API versioning: K8s client handles CRD version negotiation; kubectl/oc requires manual version management
  • Cross-platform: K8s client works everywhere; subprocess requires oc/kubectl in PATH
  • Testing: K8s client easier to mock/unit test; subprocess requires test fixtures or live cluster

These may influence the final decision.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` around lines 176 - 184, Add
five additional comparison rows to the existing table under the "K8s Python
Client" and "kubectl/oc Subprocess" columns: "Error message quality" (note
structured exceptions vs stderr parsing), "Dry-run/validation" (client-side
validation vs --dry-run=client), "API versioning" (client handles CRD version
negotiation vs manual management with kubectl/oc), "Cross-platform" (works
everywhere vs requires oc/kubectl in PATH), and "Testing" (easier to mock/unit
test vs needs fixtures or a live cluster); keep the phrasing consistent with
other rows and align each new row entries to clearly reflect the
advantages/tradeoffs for K8s Python Client and kubectl/oc Subprocess.

193-196: ⚡ Quick win

Document rationale for fail-fast vs. collect-all-errors approach.

The spec chooses fail-fast assertion checking, which is efficient but has tradeoffs:

Pros:

  • Faster execution when early checks fail
  • Simpler implementation

Cons:

  • Users see only the first failure, not all issues
  • Multiple evaluation runs needed to see all problems
  • Less helpful for debugging complex scenarios

Consider documenting why fail-fast was chosen, or whether a "strict mode" (fail-fast) vs. "verbose mode" (collect all errors) could be configurable.

Additionally, document why checks run in the specific order "phase → timing → analysis → components → execution → verification" - is this based on dependency order, likelihood of failure, or execution cost?

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` around lines 193 - 196, The
spec currently states that assertion checks run fail-fast but lacks rationale
and justification for the chosen ordering; update the document around the
description of expected_proposal_status and the EvalSuite behavior to (1)
explicitly document why fail-fast was chosen vs. a collect-all-errors approach
(tradeoffs: speed, simplicity, user feedback) and note the option to support a
configurable mode (e.g., "strict/fail-fast" vs "verbose/collect-all") if
desired, and (2) explain the chosen check order "phase → timing → analysis →
components → execution → verification" by stating the criteria used (dependency
ordering, likelihood of early failure, or cost of execution) so readers
understand why checks run in that sequence, referencing expected_proposal_status
and EvalSuite as the locations of behavior described.

59-59: 💤 Low value

Minor: Use American English for consistency.

The phrase "In future" is British English. Consider "In the future" for consistency with American English technical documentation standards.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@specs/agentic_openshift_lightspeed_evaluation.md` at line 59, Replace the
phrase "In future" with American English "In the future" in the documentation
sentence that explains the `enabled` master switch and `default` settings (which
reference `agent`, `agent_config`, and agent definitions with `type:`), and
leave the CRD coordinate references (`crd_group`, `crd_version`, `crd_plural`,
`crd_kind`) unchanged.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@specs/agentic_openshift_lightspeed_evaluation.md`:
- Around line 36-38: The spec currently lacks validation for agent name
references; add a config-validation rule that checks that default.agent and any
eval_data.agent values exist in the agents definitions block (e.g., verify the
string in default.agent and eval_data.agent match keys in the agents map), and
if a name is missing raise a configuration error before execution starts;
document this behavior in the spec and describe the error response (validation
failure) so implementers know to fail fast on invalid agent references.
- Line 164: Update the proposal_spec table entry to replace the vague
Optional[dict] with a clear schema: specify required keys (e.g., workflow: str,
request: str) and optional keys (e.g., targetNamespaces: list, labels: dict),
and add a cross-reference to the operator Proposal CRD or the EvalSuite's case
structure for full details; target the table cell that defines proposal_spec and
mention the EvalSuite/Proposal CR spec as the authoritative source so consumers
know where to find the complete schema.
- Around line 199-224: Add explicit enum validation for the
expected_proposal_status schema: document allowed values for phase and phase_in
(Proposed, Completed, Failed, Denied, Escalated), for risk_in and confidence_in
(low, medium, high), and for execution.phase (Pending, Running, Succeeded,
Failed); state that values are case-sensitive and must match the operator CRD
exactly, and add a validation rule that rejects unknown values early (before
evaluation) referencing the expected_proposal_status structure and fields phase,
phase_in, risk_in, confidence_in, and execution.phase so implementers can wire
this into the CRD/schema validation logic.
- Line 148: Add a security section describing the risks of auto-approve for the
"Auto-approve" behavior (when phase == Proposed and auto_approve is enabled):
enumerate that RBAC policies may be bypassed, destructive proposals could
execute without review, and accidental enabling in production is dangerous;
recommend specific mitigations for auto_approve (suggest RBAC configuration
patterns or required roles/scopes when auto_approve is permitted, set
auto_approve to disabled by default, require an explicit opt-in workflow), and
mandate audit logging and retention for any auto-approved proposals including
who/what triggered them and timestamps; reference the auto_approve flag and the
Proposed phase in the text so readers can easily locate the related behavior.
- Around line 110-119: The AgentDriver interface lacks explicit contract docs:
update the docstrings for class AgentDriver, method execute_turn(self,
turn_data: TurnData, config: dict) -> Optional[str], and method
validate_config(self, config: dict) -> None to state exactly which TurnData
fields drivers must populate (at minimum response and proposal_status and any
driver-specific fields), the return semantics (None = success, string = error
message), whether partial updates are allowed on error, and thread-safety
expectations if drivers may run concurrently; also document validate_config’s
responsibilities and the exceptions it should raise (e.g., ValueError,
TypeError) when config keys/types are missing or invalid so implementers know
how to validate config before execution.
- Around line 244-251: Update the dependency section to explicitly list RBAC
permissions (e.g., namespace-scoped permissions: get/create/delete on Proposal
CRs and get/update on Proposal status for auto-approve; note any cluster-wide
permissions if controllers watch multiple namespaces), version requirements
(minimum operator version supported, minimum Python version required for
Approach A and kubernetes>=28.0.0, and compatible CRD API versions), kubeconfig
behavior (default lookup order: $KUBECONFIG then ~/.kube/config, support for
in-cluster config when running inside cluster, and behavior when multiple
contexts are present including how lightspeed-eval selects or allows overriding
the context), and operator installation constraints (clarify that real
evaluations require the operator installed, specify whether tests can run
against mocked CRDs or a fake API server for CI, and outline the minimum CI/CD
setup for end-to-end vs. unit/mocked tests).
- Line 146: The spec's "eval-<uuid8>" is ambiguous; update the documentation to
match the implementation by either (A) replacing "eval-<uuid8>" with
"eval-<uuid4>" (or "eval-<full-uuid>") to reflect usage of uuid4(), or (B)
explicitly define "uuid8" as "the first 8 hex characters of a uuid4() (e.g.
eval-1a2b3c4d)" — mention the exact format used by the code (uuid4() or
truncated 8 chars) and include a concrete example like eval-1a2b3c4d to remove
ambiguity.

---

Nitpick comments:
In `@specs/agentic_openshift_lightspeed_evaluation.md`:
- Line 32: Several fenced code blocks in the document lack language specifiers
which harms readability; update each fenced block at the listed ranges to
include the appropriate language hint (add ```yaml for configuration examples at
ranges 32-57, 65-67, 76-85, 89-104, and 199-224; add ```python for the Python
interface at 110-119 and the registry dictionary at 125-130; add ```text or
```plaintext for the pipeline diagram at 135-138 and lifecycle steps at
144-155), ensuring every triple-backtick fence is followed by the correct
language token so syntax highlighting and clarity are restored.
- Line 13: Summary: Replace British English phrase "in future" with American
English "in the future" in the sentence mentioning LLM-as-judge. Locate the
sentence "The framework evaluates agent results using deterministic assertions
(parity with operator eval) and, in future, LLM-as-judge." and change it to "The
framework evaluates agent results using deterministic assertions (parity with
operator eval) and, in the future, LLM-as-judge." Update any other occurrences
of "in future" across the document to "in the future" to maintain consistency.
- Around line 254-256: The embedded base64 image (the [image1] data URI) is
missing alt text and should be moved out of the markdown; replace the inline
data URI reference ([image1]: <data:image...>) with a descriptive alt-text
reference (e.g., use the existing [image1] label with a human-readable alt
description) and point it to an external image file you add to the repo (save
the image as a PNG and reference it with a relative path such as
./images/agentic_openshift_lightspeed_architecture.png), ensuring the
README/markdown image tag uses the alt text and the [image1] label now maps to
the new file path instead of the base64 blob.
- Around line 176-184: Add five additional comparison rows to the existing table
under the "K8s Python Client" and "kubectl/oc Subprocess" columns: "Error
message quality" (note structured exceptions vs stderr parsing),
"Dry-run/validation" (client-side validation vs --dry-run=client), "API
versioning" (client handles CRD version negotiation vs manual management with
kubectl/oc), "Cross-platform" (works everywhere vs requires oc/kubectl in PATH),
and "Testing" (easier to mock/unit test vs needs fixtures or a live cluster);
keep the phrasing consistent with other rows and align each new row entries to
clearly reflect the advantages/tradeoffs for K8s Python Client and kubectl/oc
Subprocess.
- Around line 193-196: The spec currently states that assertion checks run
fail-fast but lacks rationale and justification for the chosen ordering; update
the document around the description of expected_proposal_status and the
EvalSuite behavior to (1) explicitly document why fail-fast was chosen vs. a
collect-all-errors approach (tradeoffs: speed, simplicity, user feedback) and
note the option to support a configurable mode (e.g., "strict/fail-fast" vs
"verbose/collect-all") if desired, and (2) explain the chosen check order "phase
→ timing → analysis → components → execution → verification" by stating the
criteria used (dependency ordering, likelihood of early failure, or cost of
execution) so readers understand why checks run in that sequence, referencing
expected_proposal_status and EvalSuite as the locations of behavior described.
- Line 59: Replace the phrase "In future" with American English "In the future"
in the documentation sentence that explains the `enabled` master switch and
`default` settings (which reference `agent`, `agent_config`, and agent
definitions with `type:`), and leave the CRD coordinate references (`crd_group`,
`crd_version`, `crd_plural`, `crd_kind`) unchanged.
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Actionable comments posted: 2

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@specs/agentic_openshift_lightspeed_evaluation.md`:
- Around line 49-51: The spec declares openshift_agentic_lightspeed with "type:
kubernetes_crd" but the runtime driver registry only exposes "subprocess" (and
has "kubernetes_crd" commented out), causing driver lookup mismatch; update the
registry to register the "kubernetes_crd" driver (or change the spec type to
"subprocess") so the type token in the spec and the registry entries match,
ensuring the mapping for openshift_agentic_lightspeed resolves to the same
driver name (adjust the registry registration code where drivers are declared
and any lookup code that references "subprocess" or "kubernetes_crd").
- Line 32: Several fenced code blocks use bare triple backticks (```) which
trigger markdownlint MD040; update each code fence to include an appropriate
language identifier (e.g., ```yaml, ```python, ```text) so the blocks are
annotated for linting and readability—locate the bare fences (``` ) in the
document and replace them with language-tagged fences matching the block
content.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@specs/agentic_openshift_lightspeed_evaluation.md`:
- Line 162: The proposal_spec field is inconsistently specified: the table entry
"proposal_spec | Optional[dict]" (proposal_spec) does not document the expected
structure, yet later the comparison table references proposal_spec.workflow; fix
by choosing one of two options and applying it consistently—either update the
proposal_spec field definition to require and document a workflow key (e.g.,
"proposal_spec | Optional[dict] (must include 'workflow': ...)" and add a brief
schema note so references to proposal_spec.workflow remain valid), or remove the
references to proposal_spec.workflow from the comparison table (lines
referencing proposal_spec.workflow) so the spec remains a generic dict; update
any occurrences of "proposal_spec" and "proposal_spec.workflow" in the document
to match the chosen contract.
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Fix all unresolved CodeRabbit comments on this PR:

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  • Create a new PR with the fixes

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  • specs/agentic_openshift_lightspeed_evaluation.md

Comment thread specs/agentic_openshift_lightspeed_evaluation.md
@asamal4 asamal4 force-pushed the add-agentic-ol-spec branch from 3062828 to 0a14004 Compare May 15, 2026 14:17
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asamal4 commented May 15, 2026

@rioloc PTAL, fixed your comments..
Most of the coderabbit's comments are very implementation specific. Can be handled during implementation.

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rioloc commented May 15, 2026

/lgtm

@asamal4 asamal4 merged commit 07cee27 into lightspeed-core:main May 15, 2026
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2 participants