Company documentation, repositories, research papers, and government records come before commentary.
Latest issue / Model economics
TokenHub points:
a token is no longer a budget unit.
Input, output, and cache-hit tokens now pass through coefficients tied to exact Model IDs and sometimes input length. The budget needs the weighted rule, not only the raw count.
Primary recordTencent Cloud TokenHub announcement / point-deduction rules · effective 20 Jul, checked 4 Aug 2026
Fact, inference, unknown, and editorial judgment are different claims—and are presented that way.
Every issue asks what a builder, buyer, or policy reader can responsibly do next.
A dated field log—not an evergreen claim.
Three operational signals preserved with their original check date. Read them as a source record, then verify current state before acting.
Archive / 01–11
Earlier issues.
One claim at a time.
Qwen Code steering: a queued correction is not a stop signal
Why same-turn guidance must remain distinct from cancellation, authority revocation, and verified effect state.
Read Issue 11Tencent Hunyuan in CloudAudit: an event name is not a model trace
Why a named API event still needs a joined receipt for model, policy, tools, and retained content.
Read Issue 10Kimi K3: reasoning content is now protocol state
Why the complete assistant object can be required for continuity without becoming a license for unrestricted logging.
Read Issue 09Qwen-Audio 3.0 TTS: a cloned voice is not consent
Why convincing speech still needs a current identity, permission, provenance, and revocation record.
Read Issue 08Qwen Code worktrees: isolation is not authority
Why separate checkouts still need explicit effect boundaries and integration acceptance.
Read Issue 07RxBrain: an imagined next state is not an executed action
Why generated visual subgoals still need control, sensing, safety, and a measured physical outcome.
Read Issue 06
05
Open deploymentGLM-5.2: open weights do not make a 744B system localInspectability still needs a proven topology, context envelope, and evaluation harness.
Read Issue 05
04
Agent workflowQwen Code: learning a workflow is not verifying itA reusable workflow artifact, a validated finding, and an approved decision remain separate states.
Read Issue 04
03
API migrationDeepSeek V4: the alias is not the migrationAn explicit model ID still needs behavioral retesting, observable fallback, and a real cutover record.
Read Issue 03
02
Model releaseKimi K3: product access first, weights laterHosted product access does not establish licensed, reproducible self-hosting.
Read Issue 02
01
PolicyThe ledger before the voucherAn administrative filing route does not establish funding terms or final approval.
Read Issue 01
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Method
Read the record.
State the consequence.
Each issue distinguishes what the primary source establishes, what it leaves open, and what a reader can responsibly do next.