Finished benchmark shape.
Dossier / live reference cards
Every card is a fact.
Hourly source check is green.
AI Resource Hub
v2 / terminal# route boot: benchmarks / meta / gemini 3.5 flash
airh > since-last-visit
1h Recomputed benchmark-weighted quality scores
1h Synced Chatbot Arena benchmark track
1h Updated speed measurements
1h Validated official pricing snapshots
airh > open /benchmarks/meta/gemini-3.5-flash/
Gemini 3.5 Flash
AA changelog lists Gemini 3.5 Flash at 55; Kilo lists it #4 coding at 64.7% completion. Public coverage emphasizes speed and broad app availability.
confidence: medium
Fast DSWE time, but output token volume is very high.
AA Index 55 / Kilo #4 coding
Useful current Google row; needs internal hallucination and instruction-following runs.
Current signal
AA Index 55 / Kilo #4 coding
Evidence completeness
68%
5 score dimensions represented.
DSWE
28% pass@1
Calculation
Score components
Correct, grounded answers on ordinary verifiable tasks.
Follows exact user constraints and output formats.
Avoids unsupported confidence and remains stable across runs.
Handles non-flashy reasoning without brittle failures.
Completes tool, coding, and agent-style tasks when evidence exists.
Cost, speed, token burn, verbosity, and friction.
Evidence
Sources used
- Artificial Analysis Intelligence Index
- Kilo Bench
- Google release coverage
- speed/price evidence
Caveat
What to watch
Newest Google row to track for this table. It may beat older Pro rows in practical coding/speed but still needs internal hallucination and instruction-following runs.
Meaning
How to read the score
Each score is a 0-100 saturation scale. A score of 100 means that benchmark lane is complete for this model. Floor Capability is the finished benchmark shape; Operating Envelope, Frontier Reality, and Research Trust are provisional tabs that need prompt-pack backfill. Confidence is evidence quality, not another model grade. Evidence % is source coverage, not capability.
Citations
Benchmark sources
Artificial Analysis Intelligence IndexKilo BenchGoogle release coverage