Comparing Fable 5.1 to Fable 5 on robotic manipulation

September 3, 2026

We gave Claude Fable 5 and Claude Fable 5.1 control of a pair of YAM arms and evaluated both on two Inspect Robots manipulation tasks:

“Pick up the red block from the table and place it inside the bowl”

“Pick up the round blue puzzle piece by the knob at its center and place it into the matching circular groove in the board”

The bowl task set up on the rig: a small wooden block on the
      table beside an empty bowl, with one gripper at the left edge of frame.
Block into bowl
The puzzle task set up on the rig: a board with a circular
      groove cut into it, and the round blue puzzle piece with its wooden knob resting to the right.
Puzzle into groove

Across 20 trials per model per task, Fable 5.1 reached later stages of both tasks than Fable 5, completed each task more often, and produced fewer output tokens doing it.

Rerun replay of one Fable 5.1 trial

One Fable 5.1 trial replayed in Rerun: the three camera views the model receives each turn, its own notes as it decides, and the end‑effector targets it commands — all on one timeline.

40% vs 5%
completion rate, block into bowl
10% vs 0%
completion rate, puzzle into groove
34% fewer
output tokens per run

Fable 5.1 completes more while producing fewer tokens

2026-09-03T09:27:59.780625 image/svg+xml Matplotlib v3.11.1, https://matplotlib.org/ 10 12 14 16 18 20 22 mean output tokens per run (thousands) 0 10 20 30 40 50 completion rate (%) Block into bowl Fable 5 1/20 Fable 5.1 8/20 Puzzle piece into groove Fable 5 0/20 Fable 5.1 2/20

Condition means. Both tasks move up and to the left from Fable 5 to Fable 5.1 — more completions for fewer output tokens. At 20 trials per condition the bowl‑task gap is clear; the puzzle task's 0 versus 2 completions is smaller, but directionally suggestive.


Scoring

Every trial was scored by a human grader on the highest stage it reached, so a run that fails still records how far it got.

0No purposeful approach
1Made contact with the object
2Lifted the object clear of the table
3Positioned it above the deposit point
4Placed it in its final position

Fable 5.1 gets further up the ladder on both tasks

2026-09-03T09:27:59.744797 image/svg+xml Matplotlib v3.11.1, https://matplotlib.org/ Fable 5 Fable 5.1 2 13 3 2 6 2 2 8 Block into bowl 0 20 40 60 80 100 share of 20 trials (%) Fable 5 Fable 5.1 2 11 2 5 4 4 9 2 Puzzle piece into groove 0 no approach 1 contact 2 lifted 3 positioned 4 placed

Share of 20 trials per model reaching each stage. Fable 5 stalls at first contact in 13 of 20 bowl trials, never closing the gripper on the block. On the puzzle task both models get further, but the wall moves to the final insertion.


Results

TaskModelMean stageCompletions RateOutput tokens/run
Block into bowlFable 51.301 / 205%19.2k
Block into bowlFable 5.12.408 / 2040%12.9k
Puzzle into grooveFable 51.500 / 200%16.3k
Puzzle into grooveFable 5.12.352 / 2010%10.5k

All runs

Every counted trial, 80 in total.

TaskModelScoreTime (min) Output tokensTranscriptVideoRerun
Block into bowlFable 545.213,120viewwatchdownload
Block into bowlFable 537.114,048viewwatchdownload
Block into bowlFable 525.010,663viewwatchdownload
Block into bowlFable 528.717,859viewwatchdownload
Block into bowlFable 529.115,064viewwatchdownload
Block into bowlFable 514.79,096viewwatchdownload
Block into bowlFable 515.813,800viewwatchdownload
Block into bowlFable 515.89,954viewwatchdownload
Block into bowlFable 517.116,666viewwatchdownload
Block into bowlFable 517.218,165viewwatchdownload
Block into bowlFable 517.214,719viewwatchdownload
Block into bowlFable 518.424,975viewwatchdownload
Block into bowlFable 518.717,436viewwatchdownload
Block into bowlFable 518.821,388viewwatchdownload
Block into bowlFable 519.630,566viewwatchdownload
Block into bowlFable 5110.828,784viewwatchdownload
Block into bowlFable 5111.727,810viewwatchdownload
Block into bowlFable 5114.835,211viewwatchdownload
Block into bowlFable 508.717,764viewwatchdownload
Block into bowlFable 509.727,582viewwatchdownload
Block into bowlFable 5.144.29,124viewwatchdownload
Block into bowlFable 5.144.89,779viewwatchdownload
Block into bowlFable 5.145.011,359viewwatchdownload
Block into bowlFable 5.145.18,526viewwatchdownload
Block into bowlFable 5.145.610,998viewwatchdownload
Block into bowlFable 5.146.57,031viewwatchdownload
Block into bowlFable 5.146.715,901viewwatchdownload
Block into bowlFable 5.147.58,964viewwatchdownload
Block into bowlFable 5.135.714,477viewwatchdownload
Block into bowlFable 5.138.620,110viewwatchdownload
Block into bowlFable 5.127.320,022viewwatchdownload
Block into bowlFable 5.1218.914,526viewwatchdownload
Block into bowlFable 5.115.713,265viewwatchdownload
Block into bowlFable 5.115.918,073viewwatchdownload
Block into bowlFable 5.116.013,070viewwatchdownload
Block into bowlFable 5.116.611,506viewwatchdownload
Block into bowlFable 5.117.111,404viewwatchdownload
Block into bowlFable 5.118.517,760viewwatchdownload
Block into bowlFable 5.104.58,979viewwatchdownload
Block into bowlFable 5.105.213,394viewwatchdownload
Puzzle into grooveFable 535.412,599viewwatchdownload
Puzzle into grooveFable 536.611,044viewwatchdownload
Puzzle into grooveFable 536.711,726viewwatchdownload
Puzzle into grooveFable 536.810,743viewwatchdownload
Puzzle into grooveFable 538.814,855viewwatchdownload
Puzzle into grooveFable 527.019,149viewwatchdownload
Puzzle into grooveFable 529.122,592viewwatchdownload
Puzzle into grooveFable 514.59,620viewwatchdownload
Puzzle into grooveFable 514.79,942viewwatchdownload
Puzzle into grooveFable 515.313,629viewwatchdownload
Puzzle into grooveFable 515.816,029viewwatchdownload
Puzzle into grooveFable 516.616,460viewwatchdownload
Puzzle into grooveFable 517.310,544viewwatchdownload
Puzzle into grooveFable 518.325,603viewwatchdownload
Puzzle into grooveFable 518.323,105viewwatchdownload
Puzzle into grooveFable 519.120,718viewwatchdownload
Puzzle into grooveFable 5115.129,746viewwatchdownload
Puzzle into grooveFable 5117.211,577viewwatchdownload
Puzzle into grooveFable 506.218,229viewwatchdownload
Puzzle into grooveFable 5010.018,386viewwatchdownload
Puzzle into grooveFable 5.145.210,618viewwatchdownload
Puzzle into grooveFable 5.147.610,306viewwatchdownload
Puzzle into grooveFable 5.134.19,993viewwatchdownload
Puzzle into grooveFable 5.135.011,549viewwatchdownload
Puzzle into grooveFable 5.135.410,450viewwatchdownload
Puzzle into grooveFable 5.136.010,417viewwatchdownload
Puzzle into grooveFable 5.136.510,725viewwatchdownload
Puzzle into grooveFable 5.137.110,312viewwatchdownload
Puzzle into grooveFable 5.137.211,048viewwatchdownload
Puzzle into grooveFable 5.137.411,978viewwatchdownload
Puzzle into grooveFable 5.137.512,251viewwatchdownload
Puzzle into grooveFable 5.123.79,362viewwatchdownload
Puzzle into grooveFable 5.124.58,946viewwatchdownload
Puzzle into grooveFable 5.124.99,432viewwatchdownload
Puzzle into grooveFable 5.126.612,046viewwatchdownload
Puzzle into grooveFable 5.113.99,341viewwatchdownload
Puzzle into grooveFable 5.114.39,597viewwatchdownload
Puzzle into grooveFable 5.115.512,735viewwatchdownload
Puzzle into grooveFable 5.1110.09,111viewwatchdownload
Puzzle into grooveFable 5.106.510,359viewwatchdownload

Technical specifications

EmbodimentBimanual I2RT YAM arms, 6-DoF per arm with parallel-jaw grippers
ControlAbsolute end-effector poses (move_to): x, y, z, yaw, pitch, roll and gripper, per arm. The robot's IK converts poses to joint angles.
ObservationThree camera views (top, left wrist, right wrist) plus proprioceptive state, each turn
Policyagent policy, medium thinking effort, 20-LLM-call budget, 25% speed cap, default safety guardrails on
Modelsclaude-fable-5 and claude-fable-5-1
HarnessInspect Robots 0.58.0
Trials20 per model per task, alternating models; each task fixed to one rig
Token countsWire-level request and response tokens, not billed tokens

Limitations