Capability area
Agent harness / Agent Teams
What does M2.7 fail to do for you?
Workload: M3 (or M2.7) running inside host applications — web chat, Android app, IDE plugins, CLI — where the model is wrapped in an agent harness.
What M2.7 fails to do today:
It cannot tell — and cannot be told — which of its own capabilities are actually available to the current user/session. There is no protocol for the host application to advertise to the model:
- which tools are enabled, behind a flag, gradually rolling out, or disabled
- which surface (web / Android / iOS / IDE / CLI) and app version is hosting it
- which account tier, region, or experiment bucket the user is in
- when a capability's status changes mid-session
Concrete failure (real example):
User (Android app, free tier, EU region): "Generate a 10-second video of a cat playing piano."
Agent: "Sorry, that feature is not available in your account."
User: opens a bug report.
Reality: video gen is in gradual rollout at 12% and will reach them in ~3 weeks.
Every disabled feature surfaces as a bug. The user has no way to know whether it's:
- a bug,
- a region/tier lock,
- an experiment-bucket exclusion,
- a gradual rollout,
- a deprecation,
- or just "not enabled on this surface."
What I want M3 to support:
Pair the model with a small, model-agnostic Agent Capabilities Protocol:
GET /v1/agent/manifest at session start — static JSON listing
model, host_context, account, and capabilities[] with status
(available / behind_flag / gradual_rollout:<pct> / deprecated
/ disabled) and a human-readable reason + expected_full_rollout.
- A live channel (SSE / WebSocket) emitting
CHANGELOG_DIFF events
when a capability's status changes mid-session.
- An SDK helper like
agent.capabilities().tool("gen_videos").status() so the model can
reason about availability before calling a tool.
- A host-UI surface that mirrors rollout state to the end user
("Video gen is in gradual rollout for your account — ETA 2026-08-15").
Why this matters for M3 specifically:
M3 is positioned as a 1M-context agentic model running across many
surfaces. Without a standardized capability-discovery protocol, every
host reimplements the same rollout logic, every user gets a different
"not available" message, and every bug report is filed against a
feature the user was never supposed to see yet.
The protocol itself is model-agnostic and would also benefit M2.5 /
M2.7 / future releases. Happy to relocate this to a different repo
(e.g. Mini-Agent or a platform repo) if the team prefers.
What would "good" look like in M3?
I am happy to follow up with a PR for the schema doc (JSON schema +
worked example) and a reference SDK helper, once the team signals
this is in scope. If MiniMax-M3 is not the right home for a
model-agnostic protocol, please point me to the preferred repo and
I will relocate.
References
- Related: this is conceptually similar to MCP
toolAnnotations /
tool.listChanged notifications, extended to cover rollout state.
- No prior issue found on
MiniMax-AI/MiniMax-M3 (filed on 2026-07-22).
Capability area
Agent harness / Agent Teams
What does M2.7 fail to do for you?
Workload: M3 (or M2.7) running inside host applications — web chat, Android app, IDE plugins, CLI — where the model is wrapped in an agent harness.
What M2.7 fails to do today:
It cannot tell — and cannot be told — which of its own capabilities are actually available to the current user/session. There is no protocol for the host application to advertise to the model:
Concrete failure (real example):
Every disabled feature surfaces as a bug. The user has no way to know whether it's:
What I want M3 to support:
Pair the model with a small, model-agnostic Agent Capabilities Protocol:
GET /v1/agent/manifestat session start — static JSON listingmodel,host_context,account, andcapabilities[]with status(
available/behind_flag/gradual_rollout:<pct>/deprecated/
disabled) and a human-readablereason+expected_full_rollout.CHANGELOG_DIFFeventswhen a capability's status changes mid-session.
agent.capabilities().tool("gen_videos").status()so the model canreason about availability before calling a tool.
("Video gen is in gradual rollout for your account — ETA 2026-08-15").
Why this matters for M3 specifically:
M3 is positioned as a 1M-context agentic model running across many
surfaces. Without a standardized capability-discovery protocol, every
host reimplements the same rollout logic, every user gets a different
"not available" message, and every bug report is filed against a
feature the user was never supposed to see yet.
The protocol itself is model-agnostic and would also benefit M2.5 /
M2.7 / future releases. Happy to relocate this to a different repo
(e.g.
Mini-Agentor a platform repo) if the team prefers.What would "good" look like in M3?
I am happy to follow up with a PR for the schema doc (JSON schema +
worked example) and a reference SDK helper, once the team signals
this is in scope. If
MiniMax-M3is not the right home for amodel-agnostic protocol, please point me to the preferred repo and
I will relocate.
References
toolAnnotations/tool.listChangednotifications, extended to cover rollout state.MiniMax-AI/MiniMax-M3(filed on 2026-07-22).