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245_029predictionBiotech/Longevitysynbio

IVF will be transformed by Colossal's hydrogel/microfluidics embryo tech and new grading scale

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

Prior probability
45.0%
Current probability
40.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2029-12-31
Edges in / out
1 / 0
Tickers exposed
24

Prediction text

IVF will be transformed by Colossal's hydrogel/microfluidics embryo tech and new grading scale | we have a slightly different grading scale that that is proving way more efficient and way more more importantly way more accurate in both model and non-model species. And that uh that just so just that little innovation I think could be pretty transformative to IVF.

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
we have a slightly different grading scale that that is proving way more efficient and way more more importantly way more accurate in both model and non-model species. And that uh that just so just that little innovation I think could be pretty transformative to IVF.

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 45%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.6%

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. 2026-11-22pendingQ1 window check-in (25%)
  2. 2026-12-31pendingColossal demonstrates full mammoth-edited embryo to blastocyst stage in artificial uterus
    How: Colossal press release or paper confirms mammoth-like Asian elephant embryo cultured to blastocyst in microfluidic/hydrogel device
    Source: Colossal 2026 reproductive ART roadmapconf 55%
  3. 2027-06-16pendingQ2 window check-in (50%)
  4. 2027-06-30pendingColossal publishes peer-reviewed paper on hydrogel/microfluidic embryo culture for elephant ART
    How: PubMed-indexed paper or Nature/Cell-tier preprint authored by Colossal team describing microfluidic embryo culture device for elephant or proxy mammalian IVF
    Source: Colossal de-extinction reproductive technology trajectoryconf 50%
  5. 2027-06-01 → 2028-06-30pendingFirst US fertility clinic adopts microfluidic embryo culture commercially
    How: Press release from clinic chain (Kindbody, Spring Fertility, Shady Grove, etc.) announces clinical use of microfluidic embryo culture device
    Source: Microfluidics IVF clinical validation literatureconf 45%
  6. 2027-12-31pendingColossal commercial spinout for human IVF tech announced
    How: Colossal announces a Form Bio-style spinout or human-IVF subsidiary with concrete fundraising or licensing partner
    Source: PharmaVoice Colossal pharma adjacency reportingconf 50%
  7. 2028-01-08pendingQ3 window check-in (75%)
  8. 2028-03-31pendingASRM or ESHRE recognizes new IVF embryo grading scale tied to microfluidic biomarkers
    How: American Society for Reproductive Medicine or European Society of Human Reproduction publishes consensus addendum incorporating new biomarker-based grading
    Source: Oxford Academic Human Reproduction Update microfluidics IVF surveyconf 40%

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: 41%)

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
LBP2026-04-30T16:39:51Z40.6%-1.5pp
Network propagation: 42.1% → 40.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.1%-2.9pp
Network propagation: 45.0% → 42.1%
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
killerTK13
Biotech/Synbio Safety Event
15.0%0.0500.450-0.016

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

24 ticker(s) linked

Beneficiaries (19)

ABCLNTLASDGRPACBRXRXRLAYDNATXGTWSTABSICRSPILMNMDTABTAZNBNTXGEHCGOOGLSMMNY

Adverse (4)

NVOFMSDVAPFE

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK13Biotech/Synbio Safety Event

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.617arxivTopological texture analysis of microscopy images of dynamic casein gelation and its relation to rheological propertiesmentionspending2026-06-01
0.586fdaFDA ANDA220421: ANDA220421 ((unspecified)) — HETERO LABS LIMITED, VEMAGALmentionspending2026-05-01
0.528fdaFDA NDA220736: DIFFERIN EPIDUO ACNE GEL (ADAPALENE AND BENZOYL PEROXIDE) (ADAPALENE, BENZOYL PEROXIDE) — GALDERMA LABORATORIES, L.Pmentionspending2026-05-22

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",
  "caveats": "Colossal does not apply to humans; technology would be applicable",
  "context": "we have a slightly different grading scale that that is proving way more efficient... I think could be pretty transformative to IVF.",
  "verbatim": "we have a slightly different grading scale that that is proving way more efficient and way more more importantly way more accurate in both model and non-model species. And that uh that just so just that little innovation I think could be pretty transformative to IVF.",
  "conv_cues": "I think; could be pretty transformative",
  "direction": "HAPPEN",
  "timeframe": "Near future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2026-11-22",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal demonstrates full mammoth-edited embryo to blastocyst stage in artificial uterus",
      "source": "Colossal 2026 reproductive ART roadmap",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://x.com/colossal",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Colossal press release or paper confirms mammoth-like Asian elephant embryo cultured to blastocyst in microfluidic/hydrogel device"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-06-16",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal publishes peer-reviewed paper on hydrogel/microfluidic embryo culture for elephant ART",
      "source": "Colossal de-extinction reproductive technology trajectory",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.pharmavoice.com/news/dire-wolves-colossal-ben-lamm-pharma-drug-form-bio/802526/",
      "expected_date": "2027-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "PubMed-indexed paper or Nature/Cell-tier preprint authored by Colossal team describing microfluidic embryo culture device for elephant or proxy mammalian IVF"
    },
    {
      "kind": "llm_post_event",
      "label": "First US fertility clinic adopts microfluidic embryo culture commercially",
      "source": "Microfluidics IVF clinical validation literature",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10449241/",
      "expected_date": "2027-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Press release from clinic chain (Kindbody, Spring Fertility, Shady Grove, etc.) announces clinical use of microfluidic embryo culture device"
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal commercial spinout for human IVF tech announced",
      "source": "PharmaVoice Colossal pharma adjacency reporting",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.pharmavoice.com/news/dire-wolves-colossal-ben-lamm-pharma-drug-form-bio/802526/",
      "expected_date": "2027-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Colossal announces a Form Bio-style spinout or human-IVF subsidiary w
... (truncated)