Skip to main content
Linde plc
Basic Materials · Specialty Chemicals
Made on Aug 3, 2026
Price at call $478.38
6-month call Neutral -4.9%
Target by Feb 2027 $455.00
Great value below $380.00
Model v0.6.0

Projection vs Actual (6M history + forecast)

The masterbrain's trajectory (blue, curved through its 7 checkpoints), the deterministic v0.3 control (dashed), and the actual price (green) overlaid from the prediction date forward.
Forecast Change -4.9% to $455.00
Predicted High $479.50 in 2 weeks
Predicted Low $455.00 at 6 months
Max Drawdown (predicted) -4.9%

Forecast

The masterbrain trajectory — 7 dated checkpoints. Short rungs (2w, 1m) show the typical range as the primary claim; point calls run from 2 months out. Every claim still gets graded. Predicted Aug 3, 2026 12:37 am
Neutral LIN trends range-bound to $455.00 (-4.9% from $478.38) by Feb 2027. decay
ThesisLIN trades well above composite fair value but its low-beta steady-compounder profile and neutral regime resist rapid mean reversion; expect a slow, shallow drift lower over months rather than any sharp break, with sentiment cushioning near-term.
Invalidated ifA break above 495 on positive contract news, or a break below 445 on a broad defensive-sector rerating, invalidates the slow-drift thesis.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $478.38 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 3, 2026 $478.38 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 17, 2026 $456.34–$500.42 typical range · internal point $479.50 ±4.6% 7/10 Low vol, calm tape, sentiment cushion holds near-term
What actually happened: closed $482.74 on Aug 14, 2026 = +0.9% vs the call (predicted +0.2%)  ·  direction HIT (called flat, was flat)  ·  off by 0.7 pp  ·  accuracy 10/10  ·  typical range ±4.6%: inside the band  ·  S&P +2.4% over the same window — beat it
1 month Sep 3, 2026 $446.44–$510.32 typical range · internal point $477.00 ±6.7% 6/10 Post-beat glow fades slowly in neutral regime
2 months Oct 3, 2026 $473.00 -1.1% 5/10 Value gravity begins asserting against rich multiple
3 months Nov 3, 2026 $469.00 -2.0% 5/10 No catalyst; drift toward anchored-PE zone continues
4 months Dec 3, 2026 $464.00 -3.0% 4/10 Year-end positioning trims expensive defensives modestly
5 months Jan 3, 2027 $460.00 -3.8% 4/10 January reset; forward guide season pressures multiple
6 months Feb 3, 2027 $455.00 -4.9% 3/10 Gradual convergence toward deterministic baseline endpoint

Why ranges on the short rungs? A 102-prediction trial (2026-07-21) showed 2-week point calls carry no information here — three prompt formulations all lost to simply predicting zero — while the stock's own volatility scale (σ×√t) described those windows well. So the short rungs claim what's actually knowable: the typical travel, with earnings timing flagged where the variance will come from. The internal point calls keep being generated and graded to map where real skill begins. Full evidence: stocks/predictions/V0.5-DESIGN.md §8.

Deterministic control (v0.3 value line) targets $437.02 (-8.6%) — both lines get graded at every checkpoint, so the brain has to beat the formula, not just replace it. Brain: claude-opus-4-7.

Weaknesses

0 blocking · 1 degraded · 0 notes — follow the chain top-down (cause → effect).
  • Degraded
    [caution] Valuation is extremely fragile — almost no scenarios support the current price
    upstream:valuation-synthesis

Equation Inputs

Everything feeding the v0.6.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$478.38
Composite fair value$270.05
Signal-adjusted fair value$298.09
DCF fair value$187.40
Anchored-PE fair value$533.04
Buy-below (value lens)$380.00
Value net score-74
Value confidence7 / 10
Quality net score+73
Memo confidence8 / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 26.3%  3m 23.1%  6m 21.6%  
Daily σ (realism noise)1.5%
Beta vs S&P 500 1m -0.39  3m 0.06  5m 0.01  
Trailing 6-month return5.1%

Knobs (equation params)

ladderArray
llm_modelclaude-opus-4-7
max_tokens3000
control_knobsArray
Neutral band (%)5
earnings_briefv1
prompt_versionp1
control_versionv0.3.0

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.6.0 #271041f8fcd5

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Aug 3, 2026 freshest LIN-20260803-000636-3264
ext-forensic-memo Aug 3, 2026 freshest ext-LIN-20260803-002617-999a
ext-lens-quality Aug 3, 2026 freshest ext-LIN-20260803-002617-999a
ext-lens-sentiment Aug 3, 2026 freshest ext-LIN-20260803-002617-999a
ext-lens-value Aug 3, 2026 freshest ext-LIN-20260803-002617-999a
valuation-synthesis Aug 3, 2026 freshest LIN-20260803-000636-3264

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

2 frozen snapshots — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 3, 2026 v0.6.0 Neutral $478.38 $455.00 -4.9% Feb 2027 viewing
Jul 18, 2026 v0.3.0 Bear $513.22 $468.76 -8.7% Jan 2027 view

Not Yet Modeled

What this v0.6.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Scenario probabilities — one path, no bull/bear split (base_prob = 1.0).
  • Intraday / sub-2-week behaviour — the first claim is at 14 days by design (EOD product).
  • Position sizing / portfolio context — the path is a price claim only.