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245_043predictionBiotech/LongevityAI-timing

Breaking's enzymes will treat a wider breadth of plastics and degrade them faster per surface area

Predictor: Ben Lamm · ep#245 "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)" · source

Prior probability
50.0%
Current probability
45.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2029-12-31
Edges in / out
3 / 0
Tickers exposed
33

Prediction text

Breaking's enzymes will treat a wider breadth of plastics and degrade them faster per surface area | we were able to use directed evolution and supercharge it using our pipeline uh and some of our editing tools so that not only does it have a larger breath of plastics it can break down but uh it also breaks them down at a much faster rate per surface area.

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
we were able to use directed evolution and supercharge it using our pipeline uh and some of our editing tools so that not only does it have a larger breath of plastics it can break down but uh it also breaks them down at a much faster rate per surface area.

Predictor: Ben Lamm

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0043
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Ben Lamm 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

2 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.0%

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: 8 pending
  1. 2026-06-01 → 2027-06-30pendingBreaking publishes peer-reviewed multi-plastic enzyme efficacy data
    How: Breaking Inc publishes peer-reviewed paper (Nature, Science, PNAS, or comparable) demonstrating engineered enzymes degrading ≥3 plastic types (PE, PP, PS, etc. beyond PET) at faster rate per surface area than baseline X-32
    Source: Wyss Institute Harvard, Breaking Inc press releasesconf 55%
    Notes: Direct claim test — broader plastic types AND faster rate are both required.
  2. 2026-12-30pendingQ1 window check-in (25%)
  3. 2026-12-31pendingCarbios Longlaville facility online (50K t/yr PET)
    How: Carbios begins production at Longlaville, France facility processing 50,000 metric tons/yr of PET via enzymes
    Source: Carbios press, Plastics Engineering — Longlaville expected online 2026conf 70%
    Notes: Industry context — Carbios is competitor; if their PET-only plant succeeds, multi-plastic Breaking offering becomes more compelling.
  4. 2026-09-01 → 2027-12-31pendingBreaking secures Series A funding ≥$50M
    How: Breaking Inc closes Series A funding round of ≥$50M for commercial scale-up
    Source: Crunchbase, TechCrunch, Wyss Institute announcementsconf 60%
    Notes: Indicator of commercial validation. $10.5M seed round closed at stealth exit.
  5. 2027-09-01pendingQ2 window check-in (50%)
  6. 2027-06-01 → 2028-12-31pendingBreaking demonstrates pilot-scale facility for ≥1 non-PET plastic
    How: Breaking opens pilot/commercial facility processing polyethylene, polypropylene, or polystyrene (NOT just PET) at ≥100 tons/yr
    Source: Breaking press, industry trade pressconf 40%
    Notes: Beyond PET = differentiator vs Carbios.
  7. 2028-05-03pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2029-12-31pendingIndependent benchmark confirms Breaking enzymes outperform PETase variants on rate/area
    How: Independent academic study (e.g. University of Portsmouth, Nature) benchmarks Breaking's engineered enzymes vs FAST-PETase / hot-PETase showing ≥2x rate per surface area on equivalent substrate
    Source: Nature, Communications Materials, peer-reviewed comparisonsconf 35%
    Notes: Cascade — independent confirmation of Lamm's 'much faster rate per surface area' claim.

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 45%)

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
LBP2026-04-30T16:39:51Z45.0%-1.7pp
Network propagation: 46.7% → 45.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.7%-3.3pp
Network propagation: 50.0% → 46.7%
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
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.500-0.040
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500-0.018
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.005

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "we were able to use directed evolution and supercharge it using our pipeline... it also breaks them down at a much faster rate per surface area.",
  "verbatim": "we were able to use directed evolution and supercharge it using our pipeline uh and some of our editing tools so that not only does it have a larger breath of plastics it can break down but uh it also breaks them down at a much faster rate per surface area.",
  "conv_cues": "we were able to",
  "direction": "UP",
  "timeframe": "Current and future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Breaking publishes peer-reviewed multi-plastic enzyme efficacy data",
      "notes": "Direct claim test — broader plastic types AND faster rate are both required.",
      "source": "Wyss Institute Harvard, Breaking Inc press releases",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://wyss.harvard.edu/news/plastic-degradation-company-breaking-emerges-from-stealth-with-naturally-derived-solution-to-degrade-multiple-plastics-with-10-5m-in-seed-funding/",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Breaking Inc publishes peer-reviewed paper (Nature, Science, PNAS, or comparable) demonstrating engineered enzymes degrading ≥3 plastic types (PE, PP, PS, etc. beyond PET) at faster rate per surface area than baseline X-32"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-12-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Carbios Longlaville facility online (50K t/yr PET)",
      "notes": "Industry context — Carbios is competitor; if their PET-only plant succeeds, multi-plastic Breaking offering becomes more compelling.",
      "source": "Carbios press, Plastics Engineering — Longlaville expected online 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.plasticsengineering.org/2025/05/enzymatic-polymer-degradation-how-does-it-work-008609/",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Carbios begins production at Longlaville, France facility processing 50,000 metric tons/yr of PET via enzymes"
    },
    {
      "kind": "llm_pre_event",
      "label": "Breaking secures Series A funding ≥$50M",
      "notes": "Indicator of commercial validation. $10.5M seed round closed at stealth exit.",
      "source": "Crunchbase, TechCrunch, Wyss Institute announcements",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2027-05-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Breaking Inc closes Series A funding round of ≥$50M for commercial scale-up"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-09-01",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Breaking demonstrates pilot-scale facility for ≥1 non-PET plastic",
      "notes": "Beyond PET = differentiator vs Carbios.",
      "source": "Breaking press, industry trade press",
      "status": "pending",
      "
... (truncated)