Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw.
Predictor: Unnamed friend (accountant manager) · ep#237 "OpenClaw Explained: Baby AGI, Security Threats, Mac Mini Became Everyone's Supercomputer" · source
Prediction text
Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw. | I showed this to my friend who uh manages a massive team of accountants. He's like, I could fire 80% of my accounts with this open claw.
Verbatim quote
I showed this to my friend who uh manages a massive team of accountants. He's like, I could fire 80% of my accounts with this open claw.
Predictor: Unnamed friend (accountant manager)
Evidence about this node from Unnamed friend (accountant manager) is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
What if this resolves?
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.500 | 0.050 | -0.046 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.500 | 0.050 | -0.043 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.500 | 0.050 | -0.039 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.032 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.500 | 0.050 | -0.031 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.056 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.050 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.042 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.029 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.028 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (8)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
Linked documents (4)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.560 | manifold | Do you like 4% odds? | 4% | mentions | pending | 2026-04-27 |
| 0.560 | manifold | Do you like 96% odds? | 96% | mentions | pending | 2026-05-04 |
| 0.522 | edgar_8k | Ouster, Inc. (OUST) (CIK 0001816581) | — | mentions | pending | 2026-05-05 |
| 0.522 | edgar_8k | Ouster, Inc. (OUST) (CIK 0001816581) | — | mentions | pending | 2026-05-08 |
Raw metadata
{
"nia": false,
"qty": "80% of accountants",
"url": "https://www.youtube.com/watch?v=qP73cGLQmCU",
"mode": "CITED_PREDICTION",
"role": "Cited-Executive",
"caveats": "Conditional / capability claim, not an announced action",
"context": "I showed this to my friend who uh manages a massive team of accountants. He's like, I could fire 80% of my accounts with this open claw. Like so it gets digested into the corporate side which I think causes a lot of destruction.",
"to_year": 2027,
"cited_by": "Alex Finn",
"verbatim": "I showed this to my friend who uh manages a massive team of accountants. He's like, I could fire 80% of my accounts with this open claw.",
"conv_cues": "could fire 80%",
"direction": "NUMERIC_TARGET",
"from_year": 2026,
"timeframe": "near-term",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
"status": "hit",
"weight": 0.5,
"ordinal": -4,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
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},
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"observed_date": "2026-04-29"
},
{
"kind": "prereq",
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"status": "hit",
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"observed_date": "2026-04-29"
},
{
"kind": "event",
"label": "Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw.",
"status": "pending",
"weight": 1,
"ordinal": 0,
"source_id": "237_014",
"expected_date": "2026-06-21",
"observed_date": null
},
{
"kind": "cascade",
"label": "Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.",
"status": "pending",
"weight": 0.5,
"ordinal": 1,
"source_id": "235_030",
"expected_date": "2033-07-30",
"observed_date": null
},
{
"kind": "cascade",
"label": "Dragonfly nuclear-powered octicopter arrives at Titan in 2034.",
"status": "pending",
"weight": 0.5,
"ordinal": 2,
"source_id": "246_016",
"expected_date": "2034-09-16",
"observed_date": null
},
{
"kind": "cascade",
"label": "Moon base will exist in 10 years",
"status": "pending",
"weight": 0.5,
"ordinal": 3,
"source_id": "239_008",
"expected_date": "2036-09-06",
"observed_date": null
},
{
"kind": "cascade",
"label": "True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.",
"status": "pending",
"weight": 0.5,
"ordinal": 4,
"source_id": "SEM_034",
"expected_date": "2039-09-22",
"observed_date": null
},
{
"kind": "cascade",
"label": "TEPCO's restarted reactor
... (truncated)