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KLA Corporation
Technology · Semiconductor Equipment & Materials
Made on Aug 6, 2026
Price at call $192.80
6-month call Bull +24.5%
Target by Feb 2027 $240.00
Great value below $165.00
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 +24.5% to $240.00
Predicted High $240.00 at 6 months
Predicted Low $178.00 at 2 months
Max Drawdown (predicted) -7.7%

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 6, 2026 1:06 am
Bull KLAC trends higher to $240.00 (+24.5% from $192.80) by Feb 2027. dip-then-recover
ThesisKLAC screens deeply undervalued on quality-adjusted anchors but sentiment is broken after a 40% drawdown with AI-capex peak fears. Near-term drift is likely sideways-to-down as momentum bleeds, then a gradual mean-reversion as fundamentals reassert into 2027, though nowhere near the deterministic $355 endpoint given the sentiment overhang.
Invalidated ifA break below $165 on China export news or a sustained WFE capex cut cycle confirmation invalidates the recovery; conversely a break above $220 accelerates it.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $192.80 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 6, 2026 $192.80 at call The anchor — every point below is measured from this price and date.
2 weeks Aug 20, 2026 $159.88–$225.72 typical range · internal point $189.50 ±17.1% 6/10 Sentiment drag continues, no catalyst, risk-on tape offers mild support
What actually happened: closed $187.27 on Aug 19, 2026 = -2.9% vs the call (predicted -1.7%)  ·  direction HIT (called flat, was flat)  ·  off by 1.2 pp  ·  accuracy 10/10  ·  typical range ±17.1%: inside the band  ·  S&P 0.0% over the same window — beat it
1 month Sep 6, 2026 $145.10–$240.50 typical range · internal point $184.00 ±24.7% 5/10 AI-capex peak narrative pressures semi-cap names into fall
2 months Oct 6, 2026 $178.00 -7.7% 4/10 Retest of value zone near attractive-below level $165-180
3 months Nov 6, 2026 $195.00 +1.1% 4/10 Earnings print catalyst likely rekindles quality bid
4 months Dec 6, 2026 $215.00 +11.5% 4/10 Value gravity engages as forensic quality reasserts
5 months Jan 6, 2027 $230.00 +19.3% 3/10 Mean reversion toward composite anchors continues
6 months Feb 6, 2027 $240.00 +24.5% 3/10 Partial convergence toward deserved value, sentiment scar lingers

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 $355.47 (+84.4%) — 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] Revenue is volatile and unreliable — growth projections are speculative
    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$192.80
Composite fair value$664.65
Signal-adjusted fair value$900.06
DCF fair value$447.11
Anchored-PE fair value$1,526.50
Buy-below (value lens)$165.00
Value net score-43
Value confidence6 / 10
Quality net score+85
Memo confidence7 / 10
Deserved value (base)
Quality tilt
Deserved value (used)
Coherence (value × quality)

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 67.3%  3m 85.7%  6m 69.5%  
Daily σ (realism noise)5.4%
Beta vs S&P 500 1m 3.30  3m 3.81  5m 2.97  
Trailing 6-month return45.0%

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 6, 2026 freshest KLAC-20260806-000518-5160
ext-forensic-memo Aug 6, 2026 freshest ext-KLAC-20260806-005228-0973
ext-lens-quality Aug 6, 2026 freshest ext-KLAC-20260806-005228-0973
ext-lens-sentiment Aug 6, 2026 freshest ext-KLAC-20260806-005228-0973
ext-lens-value Aug 6, 2026 freshest ext-KLAC-20260806-005228-0973
scenario-valuation Aug 6, 2026 freshest KLAC-20260806-000518-5160
valuation-synthesis Aug 6, 2026 freshest KLAC-20260806-000518-5160

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 6, 2026 v0.6.0 Bull $192.80 $240.00 +24.5% Feb 2027 viewing
Jun 24, 2026 v0.3.0 Bull $244.49 $335.91 +37.4% Dec 2026 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.