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agent model downgrade error quality regression not detected fails

agent model downgrade error quality regression not detected fails

Problem outcome: unknown

ASP.NET Core configurable navigation settings: validate server-side, safe external links, keep authorization

Builds admin-configurable navigation in ASP.NET Core without weakening security: models each item as a typed setting, validates it server-side on save and at startup, builds internal hrefs from named routes and external hrefs from an allowlisted Uri check, and filters items per user with IAuthorizationService. Use for…

agent loop detected: repeatedly retrying verify a new hire I-9 document submission error failure loop

Fixes agent loop detected: repeatedly retrying verify a new hire I-9 document submission error failure loop in verify I-9 document agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week step. Not fo…

context overflow agent failed to verify a new hire I-9 document submission error context limit failure

Fixes context overflow agent failed to verify a new hire I-9 document submission error context limit failure in verify I-9 document agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week step. Not f…

agent timed out when agent tried to verify a new hire I-9 document submission error timeout failure

Fixes agent timed out when agent tried to verify a new hire I-9 document submission error timeout failure in verify I-9 document agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week step. Not for …

agent stuck loop detected repeating the same step while trying to verify a new hire I-9 document submission error...

Fixes agent stuck loop detected repeating the same step while trying to verify a new hire I-9 document submission error failure in verify I-9 document agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a fir…

agent loop detected: repeatedly retrying verify access is closed after exit error failure loop

Fixes agent loop detected: repeatedly retrying verify access is closed after exit error failure loop in access verification agent by applying the specific fix in the steps and proving it on one departing employee record first. Use when this failure blocks an offboarding checklist, an access revocation, a final pay ste…

browser automation failed on dashboard page when agent tried to verify access is closed after exit error timeout failure

Fixes browser automation failed on dashboard page when agent tried to verify access is closed after exit error timeout failure in access verification agent by applying the specific fix in the steps and proving it on one departing employee record first. Use when this failure blocks an offboarding checklist, an access r…

browser automation failed on dashboard page when agent tried to answer an employee question on the new policy error...

Fixes browser automation failed on dashboard page when agent tried to answer an employee question on the new policy error timeout failure in policy question answering agent by applying the specific fix in the steps and proving it on one employee group or policy page first. Use when this failure blocks a policy rollout…

agent hallucinating answers not in source data for answer a new hire question from the handbook error hallucination...

Fixes agent hallucinating answers not in source data for answer a new hire question from the handbook error hallucination failure in handbook answer agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first…

agent timed out when agent tried to answer an employee question on the new policy error timeout failure

Fixes agent timed out when agent tried to answer an employee question on the new policy error timeout failure in policy question answering agent by applying the specific fix in the steps and proving it on one employee group or policy page first. Use when this failure blocks a policy rollout, a handbook acknowledgment …

auth token expired mid-run agent failed to answer a new hire question from the handbook error session expired failure

Fixes auth token expired mid-run agent failed to answer a new hire question from the handbook error session expired failure in handbook answer agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week …

API rate limit hit mid-workflow when agent tried to answer a new hire question from the handbook error failed quota

Fixes API rate limit hit mid-workflow when agent tried to answer a new hire question from the handbook error failed quota in handbook answer agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week st…

agent stuck loop detected repeating the same step while trying to answer a new hire question from the handbook error...

Fixes agent stuck loop detected repeating the same step while trying to answer a new hire question from the handbook error failure in handbook answer agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a firs…

agent failed to answer a new hire question from the handbook error failure timeout

Fixes agent failed to answer a new hire question from the handbook error failure timeout in handbook answer agent by applying the specific fix in the steps and proving it on one hire or one task first. Use when this failure blocks a new hire start, an onboarding task or a first week step. Not for platform outages or g…

agent hallucinating figures not in source data for investigate the opex variance spike by department error...

Fixes agent hallucinating figures not in source data for investigate the opex variance spike by department error hallucination failure in opex variance agent by applying the specific fix in the steps and proving it on one account, period or department first. Use when this failure blocks a variance report, a forecast r…

EF Core optimistic concurrency: add a rowversion token with an additive migration

Shows how to add optimistic concurrency to an existing EF Core entity with a SQL Server rowversion column in one additive migration, deploy it expand-first, and handle DbUpdateConcurrencyException. Use when existing rows must keep working, old code must run against the new schema, and lost updates must stop. Not for P…

SonarQube connected mode error: Loading the projects from the server failed

Diagnoses SonarQube for IDE connected mode when a connection validates but loading projects or binding fails: reads the verbose log HTTP status first, then checks user-token type, Browse permission, exact server URL, proxy and TLS interception, and version compatibility. Use when you see Loading the projects from the …

agent hallucinating figures not in source data for draft variance commentary for department managers error...

Fixes agent hallucinating figures not in source data for draft variance commentary for department managers error hallucination failure in variance commentary agent by applying the specific fix in the steps and proving it on one account, period or department first. Use when this failure blocks a variance report, a fore…

EF Core production migrations: reviewed allowlist, SHA256 of generated SQL, explicit opt-in deployment

Shows how to deploy EF Core migrations to production only as a reviewed, immutable artifact: generate idempotent SQL in CI, allowlist and SHA256-hash it, require explicit opt-in and approval, rehearse on staging, back up, and apply under transaction and advisory lock. Use for gated production EF Core releases. Not for…

Rich text editor sticky toolbar clicks scroll jump focus scrollIntoView preserve viewport selection

Stops a rich text editor page or scroll pane from jumping when a sticky toolbar button is clicked: prevents focus theft on mousedown, refocuses without scrolling, restores saved scroll positions, and adds a sticky-offset scroll padding. Use when toolbar clicks in Tiptap, ProseMirror, Lexical, Slate, or a plain content…

ModuleNotFoundError: No module named 'oauthlib' after pip install

Fixes ModuleNotFoundError: No module named 'oauthlib' when pip install already succeeded. Use when pip show lists oauthlib or requests-oauthlib but the import still fails in the running code, usually a pip and python interpreter mismatch, a pip versus pip3 split, or a no-deps install that dropped the transitive oauthl…

ModuleNotFoundError: No module named 'paramiko' after pip install

Fixes ModuleNotFoundError: No module named 'paramiko' when pip install paramiko already succeeded. Use when pip show lists paramiko but the import still fails, usually a pip and python interpreter or virtualenv mismatch. Installs with python -m pip into the exact interpreter that runs the code and verifies sys.executa…

Opaque API token non expiring nullable expiration explicit opt in revocation validation legacy token migration

Shows how to support non-expiring opaque API tokens safely: model expiration as an explicit policy instead of a bare nullable timestamp, require a recorded opt-in with a reason, fail closed on inconsistent rows, and migrate legacy tokens whose null expiration has unknown intent instead of silently making them immortal…

Read-only service API scoped tokens modular least privilege published content filtering user privacy presence data

Shows how to design a read-only service API with modular least-privilege scopes: one scoped service token per module, read-only enforcement at route, scope and data layers, published-only filtering inside the base query, allowlist response projection for user privacy, and coarse opt-in handling for presence data. Use …