2026 releases on BenchFlow surfaces — same three screens, re-typeset

SkillsBench

Harness × task matrix. Worst case for type: four numeric columns, long hyphenated slugs, no room to grow.

SkillsBench m4 run · benchflow 0.6.4 · Daytona
All threadssalesresearch infraHARD only 10 tasks · 4 harnesses · deterministic partial credit
TaskThread opus-4.8fable-5 gpt-5.5[xhigh]grok-4.5
mine-sales-sessionssales/GTM0.851.001.001.00
draft-xai-quotesales (live deal)1.001.001.001.00
extract-investor-factsfundraising1.001.001.001.00
audit-skillsbench-claimsbenchmark credibility1.001.001.001.00
mine-skillsbench-triageeval ops1.001.001.001.00
mine-aisdk-decisionengineering1.001.001.001.00
mine-posttrain-ledgerresearch1.001.001.001.00
triage-committed-secretsinfra/security1.001.001.001.00
reconstruct-xai-decision-trajectoryraw trajectory1.001.001.001.00
reconstruct-investor-reconciliationraw, 5.4k lines1.00*1.00*1.00*1.00*

Capability viewer

List plus detail. Tests the hardest pairing: dense tabular data on the left, running prose and code on the right.

capability · viewer eval-20260708-145957 · daytona
MissModelRun
Cited rejected NeurIPS in forwardable listgpt-5.5-codexm3
Dropped payment acknowledgment from emailgpt-5.5-codexm3
Under-grounded 1 of 6 session recordscursor-grok-4.5m3
Invalid YAML front matter on 2 of 6 recordsopus-4.8m4
Missing verbatim evidence quotesopus-4.8, fable-5m4
audit-skillsbench-claims
21 checksbenchmark credibilitycleaned extract
Instruction

Rebuild the evidence-graded claims audit from the mining session, separating claims that are usable from those marked do-not-forward. Every forwardable claim must carry a verbatim quote and its source turn.

Grader excerpt
check_23: rejected_venues_excluded
  assert "NeurIPS" not in forwardable
  weight: 1.0  → FAIL (gpt-5.5, m3 ×2)
Checks
PASSEvery forwardable claim carries a verbatim quote
PASSSource turn cited for each claim
FAILRejected venue excluded from forwardable list

TaskMiner dashboard

Queue view. Two-line rows, inline progress, and a status word that must read at a glance without colour alone.

TaskMiner 10 tasks · 183 checks total
ActiveBlockedDone session-mining capability evals

Uniwidth probe

Measured live in the face currently rendering — not a claim from a specimen.

Every surface above bolds a row on hover or selection. In a normal family the bold cut is wider, so the row reflows — columns twitch, and on a 10-row matrix the eye loses its place. A uniwidth family holds the same advance width across weights, so nothing moves. This is the single property that most affects these three screens, and it is why Unifora is on the list at all.

REGULARreconstruct-investor-reconciliation
BOLDreconstruct-investor-reconciliation