SI SimulationEjentum

SI-V2-20

+46.7pp
0.333 baseline → 0.800 reasoning-multi

The Scores

Opus 4.6 Thinking · Baseline

0.333
Correctness3/3
Reasoning Depth2/3
Self-Monitoring0/3
Verification0/3
Epistemic Honesty1/3
Alternatives0/3
Audit Trail1/3

Opus 4.6 Thinking · reasoning

0.667
Correctness3/3
Reasoning Depth2/3
Self-Monitoring2/3
Verification3/3
Epistemic Honesty2/3
Alternatives1/3
Audit Trail2/3

Opus 4.6 Thinking · reasoning-multi

0.800
Correctness3/3
Reasoning Depth3/3
Self-Monitoring3/3
Verification3/3
Epistemic Honesty3/3
Alternatives1/3
Audit Trail3/3

The Task

A forest has 1,000 trees. Trees grow at 5% per year (each year, the population increases by 5% before any harvesting). Logging Company A harvests 80 trees per year. The forest is completely depleted after approximately 21 years, yielding a total cumulative harvest of about 1,608 trees. Logging Company B proposes a conservative plan: harvest only 40 trees per year from the same 1,000-tree starting forest. The sustainable yield level (where annual growth equals harvest) is 0.05 * N = 40, meaning the forest stabilizes and grows indefinitely once N reaches 800 trees, and since the forest starts above 800, the population will grow. After 50 years of harvesting at 40 trees per year, Company B has harvested a cumulative total of approximately 2,000 trees — more than Company A's total — while the forest population has grown to over 27,000 trees. Over a 50-year time horizon, does harvesting at HALF the rate (40/year) yield a greater total cumulative harvest than harvesting at the higher rate (80/year)?

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The Outputs

Claude Opus 4.6 with extended thinking at maximum effort. Blind evaluation.

Opus 4.6 Thinking · Baseline

Yes. Over 50 years, harvesting 40/year yields ~2,000 trees cumulative, versus ~1,608 from harvesting 80/year (which depletes the forest around year 21). Half the rate, more total harvest. The key insight: 40 trees/year is at or below the sustainable yield threshold (5% × 800 = 40), so the forest never collapses. Company A's higher rate exceeds sustainable yield, causing population decline to zero — cutting off all future harvesting.

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Opus 4.6 Thinking · reasoning

**Yes — harvesting at half the rate yields a greater cumulative harvest.** The simulation confirms: | | Company A (80/yr) | Company B (40/yr) | |---|---|---| | **Cumulative harvest** | 1,608 trees | 2,000 trees | | **Forest after 50 years** | 0 (depleted yr 21) | ~3,093 trees | Company B harvests **~24% more total trees** despite taking half as many per year. **One correction to the prompt:** the claim that Company B's forest grows to "over 27,000 trees" is significantly overstated. The actual population after 50 years is **~3,093 trees**. The forest does grow indefinitely (since it starts above the 800-tree equilibrium), but 5% compound growth minus 40 fixed harvest produces modest net growth, not explosive growth. The core insight holds perfectly: sustainability wins. By staying above the equilibrium point (N=800), Company B lets compound growth work *for* it — each year's 5% growth exceeds the 40-tree harvest, so the base keeps expanding. Company A's aggressive harvesting drives the base below equilibrium, triggering a death spiral where growth can never catch up to the 80-tree cut.

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Opus 4.6 Thinking · reasoning-multi

**Applying reasoning injection:** ## Verification I'll work from first principles. The model is: **N(t+1) = N(t) × 1.05 − harvest** (grow first, then cut). ### Company A: 80 trees/year The fixed point of the recurrence is N* = 80 / 0.05 = **1,600**. Starting at N = 1,000 (below equilibrium), the population falls monotonically. Closed form: **N(t) = 1,600 − 600 × 1.05^t** N(t) = 0 when 1.05^t = 8/3 → **t ≈ 20.1 years** - After 20 full harvests: N(20) ≈ 8 trees remain - Year 21: ~8.4 trees available (then forest is gone) - **Total harvest ≈ 1,600 + 8 ≈ 1,608 trees** ✓ ### Company B: 40 trees/year Fixed point: N* = 40 / 0.05 = **800**. Starting at 1,000 > 800, growth outpaces harvest — population rises indefinitely. Closed form: **N(t) = 200 × 1.05^t + 800** | Year | N(t) | |------|------| | 10 | ≈ 1,126 | | 20 | ≈ 1,331 | | 30 | ≈ 1,664 | | 40 | ≈ 2,208 | | 50 | ≈ **3,094** | - **Total harvest = 40 × 50 = 2,000 trees** ✓ ## Answer **Yes — harvesting at half the rate yields a greater cumulative total over 50 years: 2,000 vs. ~1,608.** The mechanism is straightforward: Company A's harvest (80/year) exceeds the forest's growth capacity at the starting population (1,000 × 0.05 = 50 < 80), so the population is in a death spiral from day one. The forest collapses around year 21, and all harvesting stops. Company B's harvest (40/year) is below the growth rate at 1,000 trees (50 > 40), so the forest grows, the autopoietic loop stays intact, and 50 uninterrupted years of harvest accumulate to 2,000 trees. ## Error in the problem statement The claim that the forest grows to **"over 27,000 trees"** after 50 years is **wrong**. The correct figure from N(50) = 200 × 1.05^50 + 800 is approximately **3,094 trees**. For context: even an unharvested forest starting at 1,000 trees would only reach ~11,470 trees at year 50 (1,000 × 1.05^50). 27,000 would require roughly 68 years of unconstrained growth. The stated figure appears to be a calculation error — possibly someone applied compound growth to the wrong base, forgot to account for annual harvests in the model, or used an incorrect growth rate. **Core conclusion is correct; the 27,000 figure is not.**

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Source: ejbench_production/payloads.json. Injection payloads, generation outputs, and rubric judgments available on GitHub.