KamoCRM

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Every feature, fix and improvement, posted as it ships. Nothing is held back for a launch.

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September 29, 2026
FixAIService

An access policy and its lists are one write, and tenants never see a Kamo service's in-cluster address

SP98 Task 1 A-7 and A-8. - A-7: AccessPolicyWriter saves the policy and replaces its lists in one transaction, retried whole on a Yugabyte conflict (@RetryOnD...

Kamo·3w ago
FixAIService

One verification run per provider across both pods

SP98 Task 1 A-6. A provider's verification (up to 200 probes on the tenant's key) holds a Redis lease, SET NX with a 10-minute TTL renewed before every probe an...

Kamo·3w ago
FixAIService

Feedback only under its own conversation, no folder cycles, logged and key-free failures, and a visitor's conversation searches the public knowledge base

SP98 Task 1 (A-1 to A-5, and the controller's knowledge-audience addition): - A-1: rating a message answers 404 unless the message belongs to the {guid} conve...

Kamo·3w ago
September 28, 2026
FixAIService

A reworded GPT-6 tool refusal is warned once, and a full effort memory forgets the oldest

Review follow-ups for the reasoning_effort none fix: - A 400/422 that names reasoning_effort and tools but is not the refusal ToolEffortFallback reads logs on...

Kamo·3w ago
FixAIService

A chat turn that offers tools requires TOOL_CALLING, and a failed probe clears supports_tool_use

Member chat and the public widget routed TEXT_GENERATION only and attached tools afterwards, so gpt-6-luna (TOOL_CALLING FAILED) took every tool-bearing - The ...

Kamo·3w ago
FixAIService

A GPT-6 tool call is asked once more at reasoning_effort none, and the model is learned

reasoning_effort "none" and refuse the default effort they apply when none is sent, so every TOOL_CALLING probe and agent step on gpt-6-luna/sol failed. - Reas...

Kamo·3w ago
FixAIService

Spend a WebSocket one-time key with one GETDEL

spendOneTimeKey read the key and then deleted it, so two handshakes racing with the same key inside its 30 s life could both read it and both open a socket for ...

Kamo·3w ago
FixAIService

A streamed member turn retries once without an optional parameter the provider refused

Member chat streams through the adapter itself, outside ProviderCallExecutor, so it had no ParameterFallback. Since SP99-T12 every Hugging Face stream asks for ...

Kamo·3w ago
FixAIService

The streamed member turn runs the member's tools and cites its sources, and a browser can open it

The /ws/ai-chat turn was text only: no Tool Plane tools, no tool loop, no knowledge-base citations, and its handshake took only the raw session id, which kamo-i...

Kamo·3w ago
FixAIService

An in-cluster model gets the time to read its prompt, inside the walk's budget

kamo-llm reads a prompt at about 110 tokens a second on k3m1 before it writes a word, so an E2 prompt past ~6k tokens spent E2's whole 60 s per-attempt bound (a...

Kamo·3w ago
FixAIService

A Hugging Face text stream is metered as the router counted it

HuggingFaceAdapter streamed through the interface's text-only default: every chunk was read for its text and nothing else, so no usage ever reached the executor...

Kamo·3w ago
FixAIService

An Ollama model's context is the window the server serves, not the trained one

OllamaDiscovery took model_info.*.context_length from /api/show: the window the model was TRAINED for. The registry listed granite4:tiny-h at 1 048 576 (and qwe...

Kamo·3w ago
FixAIService

Member chat offers the member's tools on Hugging Face models

HuggingFaceAdapter has sent tools and read tool calls since ff1f0ed, and the router routes TOOL_CALLING to it, but supportsToolUse() still answered false. ChatO...

Kamo·3w ago
FixAIService

E2's streamed usage chunk reports the metered usage, never zeros

Hugging Face, Google and Cohere text streams carry no usage event, so the assembled response counts 0 input and 0 output tokens. E2 built its stream_options.inc...

Kamo·3w ago
FixAIService

F1 takes back the auto it answers as its source language

A caller that echoes F1's from:"auto" is translated with detection instead of refused, and F2's placeholder name says why it exists. Ruling SP05-T32 (e).

Kamo·3w ago
FeatureAIService

Translation and OCR façades on the router for the Tool Plane

F1 POST /api/ai/v1/translations {text, to, from?} and F2 POST /api/ai/v1/ocr (multipart file, optional filename), SP05 spec §4.17: the caller's session, SP04's ...

Kamo·3w ago
CIAIService

Redeploy f9a0aa1 — run 69's deploy job hit a Kubernetes API timeout

Run 69 built f9a0aa1, but its deploy job failed at 'kubectl create ns' with 'Timeout: request did not complete within requested timeout'. No code change.

Kamo·3w ago
FixAIService

An AI member's own chat session routes, budgets and meters as actor AI

Member chat (/api/ai/sessions/**, /ws/ai-chat) routed every member as HUMAN, so an AI member's session (its SP11 workstation browser) reached UNVERIFIED models,...

Kamo·3w ago
September 27, 2026
FeatureAIService

Realtime tickets — relay tickets in Redis or OpenAI ephemeral secrets

Ephemeral secrets are minted through the gateway's shared family walk (every dialled mint metered, a rejected key marks the provider, budget alerts after the ti...

Kamo·3w ago
FeatureAIService

Transcription and speech façades metered in audio seconds and characters

E4 POST /api/ai/v1/audio/transcriptions and E5 POST /api/ai/v1/audio/speech, each with its internal twin, on SP01's family adapters. The WAV-header duration wal...

Kamo·3w ago
FeatureAIService

Embeddings on the pinned model and rerank façades

Inputs and documents reach the model in batches it accepts (TEI refuses more than its client batch of 32 with 422; a reranker's maxDocuments); malformed fields ...

Kamo·3w ago
FeatureAIService

Internal router resolve endpoint

E1 POST **************** the ordered candidates and exclusions for a capability, 424 no_capability when none, 404 org_not_found for an org that is not live (rea...

Kamo·3w ago
FeatureAIService

The gate's AI-member path; retire the persona outreach engine

Quiet hours convert the service clock into the contact's zone instead of relabelling it (ruling SP03-T32).

Kamo·3w ago
FeatureAIService

Candidate walk with failover, one-shot parameter fallback and metered streaming

Provider credentials never reach the log, the usage row or the rethrown error; a failed provider-health write never costs an answer; an interrupt stops the walk...

Kamo·3w ago
FeatureAIService

Map a Studio config onto job-title charter items

SalesAgentCharterMapper maps a Sales Agent's AgentConfig onto job-title charter items (spec 4.7.8) for the fold-in, and the six Studio templates onto the A9 per...

Kamo·3w ago
FeatureAIService

Compile a charter into an operating brief and a job description

RRuleText words every rule CharterRRule accepts (month-day and monthly weekday lists, an hourly rule's days) and quotes one it cannot read, so a single stored r...

Kamo·3w ago
FeatureAIService

Recorded consent for AI voice calls

Kamo·3w ago
September 25, 2026
FixAIService

Hugging Face chat sends the tools and returns the tool calls

message.tool_calls, but HuggingFaceAdapter sent no tools (so tool_choice was dropped too) and never read tool_calls. Every HUGGINGFACE model therefore failed th...

Kamo·4w ago
FixAIService

The boot backfill counts row-less-by-design models apart

Every AIService start logged 'capability rows written for 21 model(s)' though completions models no capability Kamo uses (ruling SP01-T21), so they stay row-les...

Kamo·4w ago
FixAIService

A model list anyone can read no longer passes a wrong key

The Hugging Face router and OpenRouter answer GET /v1/models with 200 for no key and for a wrong key, so Test connection read OK and sync reconciled 140 models ...

Kamo·4w ago
FixAIService

Auto routing never picks a row-less model the catalogue says Kamo cannot call

The legacy router let a model with no capability rows through on the name rule legacy-completions *-instruct) get no rows by design, and their names pass the A...

Kamo·4w ago

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