← Cockpit
248_033predictionAIAI-scaling

Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.

Predictor: Dave Blundin · ep#248 "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248" · source

Prior probability
60.0%
Current probability
36.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2028-01-01 – 2028-09-30
Edges in / out
58 / 5
Tickers exposed
37

Prediction text

Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. | It turns out that's not going to happen. The AI is improving so quickly that it the enhanced human being is completely irrelevant compared to the superhuman AI 2 years from today. The only way is coupling. The only way is coupling with AI.

Watch events: Neuralink human trial enrollment; first commercial BCI

Verbatim quote

From episode "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248"
It turns out that's not going to happen. The AI is improving so quickly that it the enhanced human being is completely irrelevant compared to the superhuman AI 2 years from today. The only way is coupling. The only way is coupling with AI.

Resolution evidence

Status: pending

Dave's 'BCI-irrelevant in 2y' claim (by April 2028). Neuralink currently ~14 human patients, not scaling to enhancement yet. AI superhuman claim may hit earlier. Prediction is directionally plausible but timing aggressive.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.7%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 11 pending
  1. 2026-06-01 → 2026-12-31pendingNeuralink PRIME study completes 30-patient enrollment
    How: Neuralink confirms 30 patients enrolled in PRIME feasibility study
    Source: https://neuralink.com/updates/ — Neuralink updates pageconf 85%
  2. 2026-06-01 → 2026-12-31pendingSynchron pivotal trial enrollment opens at 4+ U.S. sites
    How: Synchron registers and opens pivotal trial across ≥4 U.S. sites
    Source: https://bciintel.com/state-of-bci-2026/conf 80%
  3. 2026-12-31pendingNeuralink begins high-volume BCI production
    How: Neuralink confirms initiation of high-volume production with automated surgical procedure
    Source: https://www.fiercebiotech.com/medtech/elon-musks-neuralink-kickstart-high-volume-production-brain-computer-interface-devicesconf 55%
  4. 2026-09-01 → 2027-12-31pendingFrontier AI capability index doubles vs Q1 2026
    How: GPQA/MMLU/SWE-bench composite or METR autonomy index ≥2x Q1 2026 frontier-model score
    Source: Epoch AI benchmark tracker, METR autonomy evalsconf 65%
  5. 2027-12-01 → 2028-12-31pendingBCI throughput remains <1% of frontier-AI inference rate by 2028
    How: Best published BCI bidirectional bandwidth (bits/sec) <1% of equivalent AI agent IO per published benchmarks
    Source: Nature Neuroscience BCI benchmarks, Anthropic/OpenAI agent autonomy evalsconf 70%
    Notes: Direct test of Blundin's claim — even at scale, BCI bandwidth lags AI inference by 100x+, supporting 'BCI-enhanced human still irrelevant'.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 37%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z36.7%-1.1pp
Network propagation: 37.8% → 36.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z37.8%-2.0pp
Network propagation: 39.8% → 37.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z39.8%-3.6pp
Network propagation: 43.4% → 39.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z43.4%-5.8pp
Network propagation: 49.2% → 43.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z49.2%-10.8pp
Network propagation: 60.0% → 49.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqSEM_016
Huawei will emerge as the unexpected victor in the 2026 chipDavid Friedberg
23.7%0.6000.050-0.183
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.178
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.167
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.6000.050+0.151
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.150

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.111
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.103
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.089
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.080
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.076

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (58)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_020Nvidia preemptively reserved 800,000-850,000 TSMC wafers for 2026 — 8x SMIC's entire advanced-process capacity.Semis
prereqSEM_024Memory stocks are THE primary beneficiary of the semiconductor growth cycle extending into 2026 ('Memory Wall' dominant constraint).Semis/Markets
prereqSEM_026Nvidia's next 'Rubin' product cycle is the most critical factor for semi industry in coming year — further integrates logic + HBM.Semis/Products
prereqSEM_031AI boom will cause severe cascading shortages in memory and GPUs — violently driving hardware prices up across enterprise and consumer segments.Semis/Hardware
prereqSEM_017TSMC will produce over 10M wafers/month total in 2026, including ~100K/mo at 2nm and ~200K/mo at 3nm.Semis
prereqSEM_028Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.Capital Markets
prereq246_005OpenAI and Anthropic IPOs will head toward $1 trillion valuations.Markets/Stocks
prereqSEM_019Samsung will produce 150,000 wafers/month in sub-7nm processes by 2026, serving as critical secondary Western supplier.Semis
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
prereqSEM_023No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.Semis/Markets
prereq230_006The frontier models will go dark — kept internal to benefit the labs in an all-out battle.AI
prereq247_055Acquisition of small specialized AI teams for hundreds of millions will become commonAI
prereqSEM_033AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).AI/Physics
prereq230_040AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.AI
prereqSEM_018SMIC (China) projected at only 100,000 wafers/month of advanced-process capacity by 2026 — severe constraint forcing algorithmic bypasses.Semis
prereq241_053AI chips are 2 kilowatts each - requires water coolingAI
prereq246_03750% of US data centers delayed, only 33% being built (due to chip/electrical equipment shortage and regulation).AI
prereq232_043Corporate CEOs will soon mandate AI use in every job; AI-native enablers will get promoted and raises; others displaced.Labor/Jobs
prereq233_005Interactive AI tutors with engaging personalities/avatars will arrive within about a year.AI
prereq246_006OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).Markets/Stocks
prereqSEM_025Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.Capital Markets
prereq247_030GPT-6 breakthroughs in science worth hundreds of billions to trillionsAI
prereq234_021OpenAI will launch consumer AI devices in 2027AI
prereq248_017Coding/chip design skills have a lifespan of a year at most before full commoditization.Labor/Jobs
prereq240_016Everyone is underestimating the next year of AI improvements (more than 2x gain)AI
prereq241_008AI research agents will be limited only by electricity, with potentially millions possibleAI
prereq232_053To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product.AI
prereq235_042OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.Markets/Stocks
prereq237_006Over the next year, consumers will realize local models are the way to go on privacy, speed, and limits.AI
prereq237_015There will be significantly more AI claws/agents than humans within a typical organization.Labor/Jobs
prereq240_019Post-transformer architecture will come out of left field within a yearAI
prereq240_041Consumer killer app tying compute to happiness must be invented within the next yearAI
prereq247_009Anthropic's implied valuation could reach $2 trillion in 2026AI
prereq248_006The Luna AI-managed store will be one of the best-managed stores in the world within a year.AI
prereqSEM_035World-class, AI-based mathematicians will emerge within a single year (by ~early 2027).AI/Cognition
prereq232_044There will be police agents, defense agents, and public health agents monitoring rogue AI agents via defensive co-scaling.AI
prereq229_026By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months.Robotics
prereq230_003AI model release cycles will move toward daily, then hourly, then minutely releases.AI
prereq248_039Social license, not chips or compute, may be the true bottleneck to AI and will force expansion into space.AI
prereq231_054Uncertain whether people will have any purpose at all a year from today.Labor/Jobs
prereq235_037Auto-regressive transformers and diffusion models will consolidate into one unified architecture.AI
prereq240_008NVIDIA export controls will get even more aggressive in coming monthsGeopolitics
prereq235_015GPT5-caliber model could shrink to 30-40B parameters, potentially as low as 1-2B or millions.AI
prereq231_003Multi-agent teaming scaling will emerge as new scaling dimension for frontier models.AI
prereq247_026Anthropic may be first Frontier Lab to generate $1 trillion in revenue via enterprise agentsAI
prereq237_019Code generation models are pushing development in the direction of TypeScript instead of Rust for memory safety.AI
prereqSEM_016Huawei will emerge as the unexpected victor in the 2026 chip war — not via immediate capacity but via forced supply-chain resilience.Semis/Geopolitics
correlateS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "the enhanced human being is completely irrelevant compared to the superhuman AI 2 years from today. The only way is coupling with AI.",
  "to_year": 2028,
  "verbatim": "It turns out that's not going to happen. The AI is improving so quickly that it the enhanced human being is completely irrelevant compared to the superhuman AI 2 years from today. The only way is coupling. The only way is coupling with AI.",
  "conv_cues": "only way is coupling",
  "direction": "HAPPEN",
  "from_year": 2028,
  "timeframe": "by April 2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Neuralink PRIME study completes 30-patient enrollment",
      "source": "https://neuralink.com/updates/ — Neuralink updates page",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://neuralink.com/updates/",
      "expected_date": "2026-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Neuralink confirms 30 patients enrolled in PRIME feasibility study"
    },
    {
      "kind": "llm_pre_event",
      "label": "Synchron pivotal trial enrollment opens at 4+ U.S. sites",
      "source": "https://bciintel.com/state-of-bci-2026/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://bciintel.com/state-of-bci-2026/",
      "expected_date": "2026-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Synchron registers and opens pivotal trial across ≥4 U.S. sites"
    },
    {
      "kind": "llm_pre_event",
      "label": "Neuralink begins high-volume BCI production",
      "source": "https://www.fiercebiotech.com/medtech/elon-musks-neuralink-kickstart-high-volume-production-brain-computer-interface-devices",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.fiercebiotech.com/medtech/elon-musks-neuralink-kickstart-high-volume-production-brain-computer-interface-devices",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Neuralink confirms initiation of high-volume production with automated surgical procedure"
    },
    {
      "kind": "prereq",
      "label": "By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "229_026",
      "expected_date": "2027-02-13",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "230_040",
      "expected_date": "2027-02-23",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Frontier AI capability index doubles vs Q1 2026",
      "source": "Epoch AI benchmark tracker, METR autonomy evals",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2027-05-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "GPQA/MMLU/SWE-bench composite or METR autonomy index ≥2x Q1 2026 frontier-model score"
    },
    {
      "kind": "prereq",
      "label": "Multi-agent te
... (truncated)