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
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
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
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-11-22pendingQ1 window check-in (25%)
- 2026-12-31pendingColossal demonstrates full mammoth-edited embryo to blastocyst stage in artificial uterusHow: Colossal press release or paper confirms mammoth-like Asian elephant embryo cultured to blastocyst in microfluidic/hydrogel deviceSource: Colossal 2026 reproductive ART roadmapconf 55%
- 2027-06-16pendingQ2 window check-in (50%)
- 2027-06-30pendingColossal publishes peer-reviewed paper on hydrogel/microfluidic embryo culture for elephant ARTHow: PubMed-indexed paper or Nature/Cell-tier preprint authored by Colossal team describing microfluidic embryo culture device for elephant or proxy mammalian IVFSource: Colossal de-extinction reproductive technology trajectoryconf 50%
- 2027-06-01 → 2028-06-30pendingFirst US fertility clinic adopts microfluidic embryo culture commerciallyHow: Press release from clinic chain (Kindbody, Spring Fertility, Shady Grove, etc.) announces clinical use of microfluidic embryo culture deviceSource: Microfluidics IVF clinical validation literatureconf 45%
- 2027-12-31pendingColossal commercial spinout for human IVF tech announcedHow: Colossal announces a Form Bio-style spinout or human-IVF subsidiary with concrete fundraising or licensing partnerSource: PharmaVoice Colossal pharma adjacency reportingconf 50%
- 2028-01-08pendingQ3 window check-in (75%)
- 2028-03-31pendingASRM or ESHRE recognizes new IVF embryo grading scale tied to microfluidic biomarkersHow: American Society for Reproductive Medicine or European Society of Human Reproduction publishes consensus addendum incorporating new biomarker-based gradingSource: Oxford Academic Human Reproduction Update microfluidics IVF surveyconf 40%
No downstream cascades — this prediction is a leaf in the dependency graph.
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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 |
|---|---|---|---|---|---|
| killer | TK13 Biotech/Synbio Safety Event | 15.0% | 0.050 | 0.450 | -0.016 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (19)
Adverse (4)
Prerequisites (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | TK13 | Biotech/Synbio Safety Event | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (3)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.617 | arxiv | Topological texture analysis of microscopy images of dynamic casein gelation and its relation to rheological properties | — | mentions | pending | 2026-06-01 |
| 0.586 | fda | FDA ANDA220421: ANDA220421 ((unspecified)) — HETERO LABS LIMITED, VEMAGAL | — | mentions | pending | 2026-05-01 |
| 0.528 | fda | FDA NDA220736: DIFFERIN EPIDUO ACNE GEL (ADAPALENE AND BENZOYL PEROXIDE) (ADAPALENE, BENZOYL PEROXIDE) — GALDERMA LABORATORIES, L.P | — | mentions | pending | 2026-05-22 |
Raw metadata
{
"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)